SlideShare uma empresa Scribd logo
1 de 14
Baixar para ler offline
Investigation into the phylogeny of
         Odobenus Rosmarus


A report for Nello Cristianini for the unit EMATM0004
    Computational Genomics and Bioinformatics
                   Algorithms
            By Samuel R Neaves SN0550
                  November 2011
Introduction

This project investigates the evolutionary history of Odobenus rosmarus (The walrus). The evolution
of the Pinnipedia (Odobenidae- walruses, Otariidae- eared seals, including sea lions and fur seals &
Phocidae- earless seals) is said to be enigmatic with the exact relationships between subspecies in
dispute. The majority of authors support a monophyletic origin of the pinnipeds from a caniform,
however there are others who suggest a diphyletic origin with the phocidae being related to the
mustelids (The mustelids are themselves a disputed family). Arnason et al (1995).

A further dispute is that some authors divide the walrus into three sub species of Odobenus
rosmarus + (rosmarus, divergen or laptivai) however recent work by (Lindqvist et al, 2009),
concludes that laptivai are not a distinct species from divergen. The aim of this investigation is to
gather evidence for the true phylogeny.

Data Description

The primary species for this investigation will be Odobenus rosmarus rosmarus. The complete
mitochondrial DNA accession number in genbank is: NC_004029(.2). Odobenus rosmarus
rosmarus’s phylogeny will be computed in relation to Erignathus barbatus(Bearded Seal,
representing Phocidae ) Zalophus californianus(California Sea Lion, representing Otariidae) Ursus
maritimus (Polar bear, representing Caniformia) and Gulo gulo (Wolverine, representing mustelids).
Homo sapiens are used as an out group to root the phylogenetic trees. For the full table of accession
numbers see appendix A.

Sequence statistics.

Odobenus rosmarus rosmarus mitochondrial DNA was statistically analyzed with the following
information found:

The size of the genome is 16565 base pairs.

The number of each base:

A                         C                          G                          T
5401                      4310                       2414                       4440


The base count frequency:

A                         C                          G                          T
0.3260                    0.2602                     0.1457                     0.2680


This shows that there are twice as many A’s as G’s, with roughly the same amount of C’s and T’s over
the whole genome. This seems an interesting break from the norm of A and T content being similar
and G and C content being similar. To further investigate and in order to consider local fluctuations
in the frequencies of nucleotides we employ sliding windows of size 5000, 2000 and 500 and plot the
frequencies.
Nucleotide density          5000                                                    Nucleotide density   2000
0.5                                                                                0.5
                                                                            A                                                                           A
0.4                                                                         C      0.4                                                                  C
                                                                            G                                                                           G
0.3                                                                         T      0.3                                                                  T

0.2                                                                                0.2

0.1                                                                              0.1
      0   2000   4000   6000     8000    10000 12000 14000 16000             18000 0         2000    4000   6000     8000     10000 12000 14000 16000   18000

                                A-T C-G density                                                                     A-T C-G density
0.7                                                                                0.7
                                                                          A-T                                                                       A-T
0.6                                                                       C-G      0.6                                                              C-G

0.5                                                                                0.5

0.4                                                                                0.4


      0   2000   4000   6000     8000    10000 12000 14000 16000             18000 0         2000    4000   6000     8000     10000 12000 14000 16000   18000



                                                                          Nucleotide density        500
                                        0.8
                                                                                                                      A
                                        0.6                                                                           C
                                                                                                                      G
                                        0.4                                                                           T

                                        0.2

                                         0
                                              0     2000    4000   6000     8000     10000 12000 14000 16000          18000

                                                                           A-T C-G density
                                        0.7
                                                                                                                    A-T
                                        0.6                                                                         C-G

                                        0.5

                                        0.4


                                              0     2000    4000   6000     8000     10000 12000 14000 16000          18000



 A sliding window of size 5000 does not show a great deal of variation amongst the composition
 however a smaller windows clearly show peaks and troughs, which shows that the nucleotides are
 not drawn from a independent and identically distributed probability distribution as the distribution
 changes along the genome.

 With a caveat of caution because of the apparent violation of the aggregate frequencies, the GC
 content is also plotted; at the smallest window size this seems to show six distinct waves of variation
 in both AT and CG content.

 Next we employ an ab initio method to find protein encoding genes. The single-nucleotide
 permutation test calculates the significance of Open Reading Frames(ORFs) with a threshold set to
 be longer than all ORFs in a random sequence and it finds 1 gene. If we set α to 5% then we get a
 larger value of 12 genes found. We are careful to set the correct genetic code for vertebrate
 Mitochondrial. We translate these genes into protein sequences and identify cytochrome B and
 cytochrome C by translating into amino acid sequences and blasting. Once identified we run further
 protein blasts using both cytochromes to identify the nearest other species.
Results of CYTB blast:

Rank       Latin name                      Common Name                  Total Score(Max 760)

1          Halichoerus grypus              Grey Seal                    681

2          Gulo gulo                       Wolverine                    680

3          Phoca vitulina stejnegeri       Harbour Seal                 679

4          Erignathus barbatus             Bearded Seal                 679

5          Ictonyx libyca                  Saharan Striped Pole cat     679



These results are interesting because they do not include any Otariidaes, suggesting that Pinnipedia
have a diphyletic origin from the ancient caniform with the Odobenidae, Phocidae and the Mustelids
on one branch and Otariidaes on another.

Results of CYTC blast

Rank       Latin Name                      Common name                   Total
                                                                         Score

1          Tremarctos ornatus              Spectacled bear               447

2          Otaria byroni                   South American Sea Lion       446

3          Arctocephalus                   Guadalupe fur seal            445
           townsendi
4          Neophoca cinerea                Australian Sea Lion           444

5          Callorhinus ursinus             Northern fur seal             444



This results is a contrast to the CYTB blast results, this time with many Otariidaes, no Phocidaes a
high ranking Caniformia and no Mustelids. This data appears to support the monophyletic origin
hypothesis or a diphyletic origin but with the Odobenidae on the branch of Otariidaes. To further
the investigation we add the initially selected organisms to the data set and compute the genetic
distances between each pair. We utilize the Jukes-Cantor correction to account for multiple
substitutions that have occurred in the same space.

                                                       (       )

This states that the number of substitutions per site between two sequences (K) can be estimated
from the observed fractions that differ (d).

With this applied on cytochrome b it is clear that the Polar bear is very distantly related compared to
the other species. It is interesting that the data suggests that the Spectacled bear is a closer relation
to the pinnipeds than the Polar bear.
If we remove the Polar bear to allow us to zoom in we can see five distinct groups. The data shows
the Walrus is about equally distant from the Otariidaes and the Phocidaes , with the Otariidaes
closer to Mustelids and as far from the Phocidaes as it is from the Spectacled bear.




Performing the same procedure for cytochrome C we get similar results however, this time the
Phocidaes are clearly grouped with Mustelids along with the Polar bear. The Spectacled bear is once
again on its own slightly closer to Phocidaes than the Otariidaes. This leaves the Walrus again as an
outliner being roughly equal distances from the two major clusters.
Four phylogenetic trees were built, one for each Cytochrome from both amino acid and nucleotide
sequences’. In order to build the cytochrome C nucleotide tree, a number of animals including
Odobenus rosmarus had to use amino acid to nucleotide transformation due to unavailability of
sequence data, which as this is not a one to one relation results in some random substitutions which
may affect the accuracy of this graph.

The results present a confused picture with many contradictions between the four trees. However if
we discount the Cytochrome C nt tree there appears to be some consensus, all the Otariidae and
Phocidae are consistently grouped together and the Odobenus Rosmarus is seen to first split from
the common ancestor of both the Otariidae and Phocidae which then diverged at a later date, this
stands in contrast to the results in Arnason et al(1995) which show the Phocidae first splitting, with a
later split between the Otariidae and Odobenus Rosmarus. However (Lento et al, 1995) does offer
some evidence for Odobenus Rosmarus being an early divergence from the common pinniped
ancestor which would be consistent with these results. There are major differences in the placing of
Ursus maritimus, Tremarctos ornatus and Gulo gulo between the cytochrome b and c trees,
cytochrome c puts the mustelids, Ursus maritimus and Tremarctos ornatus on the same branch as
the Phocidae, however the cytochrome B tree has the Mustelids and Tremarctos ornatus close to
the Otariidae, with Ursus maritimus being a distance relation. Castresana (2001) presents evidence
that Cytochrome B is more reliable for constructing trees at the genus and family level and therefore
this tree may be taken as a more reliable indicator to the true phylogeny.

The online resource tax browser collated by NCBI has the Odobenidae, Phocidae and Otariidae as
three distinct families within the suborder of Caniformia and does not have any one group as an
ancestor to the other.

Multiple alignments

In order to build multiple alignments and identify polymorphic sites the heuristic CLUSTALW tool was
used to align both the cytochrome B and cytochrome C protein sequences. This was set to use the
BLOSUM Protein weight matrix with a GAP open penalty set to 10, GAP extension penalty set to
0.20, GAP distances set to 5 and No End Gaps set to ‘No’. Too see the full alignments refer to
appendix B. It is clear that both alignments are very good apart from of course the out-group and
the Polar bear in cytochrome B. The majority of polymorphic sites in cytochrome B are consistent
with the groupings of Odobenidae, Phocidae and Otariidae. They include both indels and point
mutations. The sites are fairly sporadic across the sequences which is in contrast to the polymorphic
sites in cytochrome C which mostly lie between the 50th and 100th amino acid with the extremities
remaining constant.
Addressing the question of how many species of Odobenus
Rosmarus there are we utilize a selection of walrus samples from
the (Lindqvist et al, 2009) study. These sequences are ATL25
tRNA-Trp and tRNA-Pro genes from the mtDNA region of the
genomes. We follow the same procedure as earlier computing
the genetic distance between the samples using jukes cantor
correction and plotting these on a graph. We use this
computation to build an unrooted phylogenetic tree. Both the
tree and the distance plot conforms with (Lindqvist et al, 2009)
conclusion that the walruses sampled from the Laptev sea are
indeed just a subgroup of the Pacific walrus because they exist in
a sub branch of Odobenus rosmarus divergens and their genetic
distance is mixed amongst the Pacific samples. This data and
analysis therefore does not justify labeling these as a separate
species.

A further point of note is that the Atlantic walrus genetic data
show signs of going through a genetic bottle neck due to the lack
of diversity compared to the Pacific walrus. This information sits
with the historic fact, that the Atlantic walrus was almost hunted
to extinction by the 1950’s with numbers beginning to recover
since then. Whereas the more remote locations inhabited by the
Pacific walrus protected them from human hunting which has
allowed there numbers to remain much higher throughout the
20th century and therefore accounting for the greater genetic
diversity shown in the samples. If further larger samples are
collected and more detailed analysis’s show the same results
then it may be it will be time to change the current NCBI tax
browser to show only two species of Odobenus Rosmarus.




                 Atlantic Pacific Laptivai
Conclusion

The analysis that we have performed present results that stand in contrast to the two papers Ulfure
et al (1995) and Lento et al (1995). Proving that the question of pinniped evolution is indeed very
interesting with a variety of hypothesis still in contention. The examination of the question of if
there are two or three walruses species came to the same conclusion as (Lindqvist et al, 2009)
despite using different techniques and methods. It must be said that the same data was used for this
study and Lindqvist et al’s (2009) study. Which when taken with the low numbers of samples and the
use of amplicons, as well as the inherent difficulty of sampling Odobenus Rosmarus potentially
leading to sampling errors, such as close relatives being sampled, leaves the hypothesis very much
still open to refutation.

While the evolution of pinnipeds remain inconclusive there remains the need for further more in-
depth studies to allow for reliable conclusions to be drawn so that wise actions can be taken to
protect this charismatic and vulnerable artic creature from the threats of hunting and habitat
destruction that continue to push many creatures to extinction.




   A pair of curious Walruses (image from http://www.free-extras.com/images/walrus-8927.htm)
Appendix A

                                                             Accession Number
                                                    Proteins                     Nucleotides
Latin Name Common                   mtDna     Cytochrome B Cytochrome C Cytochrome B Cytochrome C
           Name
Odobenus          Atlantic Walrus             CAD21718         NP_659340.3              NC_004029.2       NA
Rosmarus
Rosmarus
Zalophus          California sea              YP_778707.1      YP_778698.1              D26524.1          AJ616896.1
californianus     lion,
                  representing
                  the Otariidae
Erignathus        Bearded Seal,               YP_778837.1      YP_778828.1              AY140982.1        FJ839388.1
barbatus          representing
                  Phocidae
Ursus             Polar bear,                 AAF71578.1       NP_597984.1              NC_003428.1       NA
maritimus         representing
                  Caniformia
Gulo gulo         Wolverine,                  YP_001382271.1   YP_001382262.1           L77960.2          EU544598.1
                  representing
                  Mustelids
Homo Sapiens      Human, is used              AAA31851.1       NP_061820.1              S88250.1          NM_018947.5
                  as an outgroup
Halichoerus       Grey Seal                   ACZ28998.1       NP_007072.1              GU167293.1        GU733706.1
grypus
Phoca vitulina    Harbor seals                BAI60013.1       NP_006931.1              AB510422.1        NA
stejnegeri
Ictonyx libyca    Saharan Striped             ABV57060.1       NA                       EF987739.1        NA
                  Polecat
Tremarctos        spectacled bear             AAB50570.1       YP_001542732.1           U23554.1          NA
ornatus
Otaria byronia    South American              AAQ95107.1       AAR00312.1               AY713034.1             AJ891144.1
                  Sea Lion
Arctocephalus     Guadalupe fur               YP_778759.1      YP_778750.1              AF380897.1        NA
townsendi         seal
Neophoca          Australian Sea              YP_778746.1      YP_778737.1              AF380915.1        NA
cinerea           Lion
Callorhinus       Northern fur                YP_778694.1      YP_778685.1              HQ895717.1        HM171421.1
ursinus           seal



Odobenus Rosmarus samples.

Lap 1            EU728526
                                    Pac 8      EU728538        Atlan 4       EU728567       Atlan 14   EU728549
Lap 2            EU728527
                                    Pac 9      EU728539        Atlan 5       EU728568       Atlan 15   EU728550
Lap 3            EU728529
                                    Pac 12     EU728542        Atlan 6       EU728569       Atlan 16   EU728551
Lap 4            EU728530
                                    Pac 13     EU728543        Atlan 7       EU728570       Atlan 17   EU728552
Lap 5            EU728525
                                    Pac 14     EU728562        Atlan 8       EU728571       Atlan 18   EU728553
Pac 1            EU728531
                                    Pac 15     EU728563        Atlan 9       EU728572       Atlan 19   EU728554
Pac 2            EU728532
                                    Pac 16     EU728564        Atlan 10      EU728573       Atlan 20   EU728555
Pac 3            EU728533
                                    Atlan 1     EU728561       Atlan 11      EU728546       Atlan 21   EU728556
Pac 4            EU728534
                                    Atlan 2    EU728565        Atlan 12      EU728547       Atlan 22   EU728557
Pac 5            EU728535
                                    Atlan 3    EU728566        Atlan 13      EU728548       Atlan 23   EU728558
Pac 6            EU728536
Pac 7            EU728537
Appendix B
CLUSTAL 2.1 multiple sequence alignment cytochrome B


gi|115494578|ref|YP_778707.1|       MTNIRKVHPLAKIINSSLIDLPTPSNISAWWNFGSLLAACLALQILTGLF   50
gi|115494844|ref|YP_778746.1|       MTNIRKTHPLAKIINNSLIDLPAPSNISAWWNFGSLLAVCLALQILTGLF   50
gi|37620596|gb|AAQ95107.1|          MTNIRKVHPLAKIINNLLIDLPAPSNISAWWNFGSLLAVCLALQILTGLF   50
gi|115494690|ref|YP_778694.1|       MTNIRKVHPLAKIINSSLIDLPAPSNISAWWNFGSLLATCLVLQILTGLF   50
gi|115494830|ref|YP_778759.1|       MTNIRKTHPLAKIINNSLIDLPAPSNISTWWNFGSLLAACLALQILTGLF   50
gi|269302297|gb|ACZ28998.1|         MTNIRKTHPLMKIINNSFIDLPTPSNISAWWNFGSLLGICLILQILTGLF   50
gi|282154709|dbj|BAI60013.1|        MTNIRKTHPLMKIINNSFIDLPTPSNISAWWNFGSLLGICLILQILTGLF   50
gi|115494788|ref|YP_778837.1|       MTNIRKTHPLIKIINSSFIDLPTPSNISAWWNFGSLLGICLILQILTGLF   50
gi|8038011|gb|AAF71578.1|           --------------------------------------------------
gi|1122916|gb|AAB50570.1|           MTNIRKTHPLAKIINSSFIDLPTPSNISAWWNFGSLLGVCLILHILTGLF   50
gi|157461069|gb|ABV57060.1|         MANIRKTHPLAKIINNSFVDLPTPSSISAWWNFGSLLGICLIIQILTGLF   50
gi|153124668|ref|YP_001382271.      MTNIRKTHPLAKIINNSFIDLPTPSNISAWWNFGSLLGICLILQILTGLF   50
gi|21425423|emb|CAD21718.1|         MTNIRKTHPLAKIINNTFIDLPTPSNISAWWNFGSLLATCLILQILTGLF   50
gi|552606|gb|AAA31851.1|            --------------------------------------------------


gi|115494578|ref|YP_778707.1|       LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYMHANGASMFFICLYMHVGR   100
gi|115494844|ref|YP_778746.1|       LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYMHANGASMFFICLYMHVGR   100
gi|37620596|gb|AAQ95107.1|          LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYMHANGASMFFICLYMHVGR   100
gi|115494690|ref|YP_778694.1|       LAMHYTSDTTTAFSSVAHICRDVNYGWIIRYMHANGASMFFICLYMHVGR   100
gi|115494830|ref|YP_778759.1|       LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYMHANGASMFFICLYMHVGR   100
gi|269302297|gb|ACZ28998.1|         LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYLHANGASMFFICLYMHVGR   100
gi|282154709|dbj|BAI60013.1|        LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYLHANGASMFFICLYMHVGR   100
gi|115494788|ref|YP_778837.1|       LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYMHANGASMFFICLYMHVGR   100
gi|8038011|gb|AAF71578.1|           --------------------------------------------------
gi|1122916|gb|AAB50570.1|           LAMHYTADTTTAFSSVAHICRDVNYGWVIRYMHANGASMFFICLFMHVGR   100
gi|157461069|gb|ABV57060.1|         LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYMHANGASMFFICLFLHVGR   100
gi|153124668|ref|YP_001382271.      LAMHYTSDTATAFSSVTHICRDVNYGWVIRYMHANGASMFFICLFLHVGR   100
gi|21425423|emb|CAD21718.1|         LAMHYTSDTTTAFSSITHICRDVNYGWIIRYMHANGASMFFICLYAHMGR   100
gi|552606|gb|AAA31851.1|            --------------------------------------------------


gi|115494578|ref|YP_778707.1|       GLYYGSYTLTETWNIGIILLFTIMATAFMGYVLPWGQMSFWGATVITNLL   150
gi|115494844|ref|YP_778746.1|       GLYYGSYTLTETWNIGIILLFTIMATAFMGYVLPWGQMSFWGATVITNLL   150
gi|37620596|gb|AAQ95107.1|          GLYYGSYTLTETWNIGIILLLTVMATAFMGYVLPWGQMSFWGATVITNLL   150
gi|115494690|ref|YP_778694.1|       GLYYGSYTLTETWNIGIILLLTIMATAFMGYVLPWGQMSFWGATVITNLL   150
gi|115494830|ref|YP_778759.1|       GLYYGSYTLAETWNIGIILLFTIMATAFMGYVLPWGQMSFWGATVITNLL   150
gi|269302297|gb|ACZ28998.1|         GLYYGSYTFTETWNIGIILLFTIMATAFMGYVLPWGQMSFWGATVITNLL   150
gi|282154709|dbj|BAI60013.1|        GLYYGSYTFTETWNIGIILLFTVMATAFMGYVLPWGQMSFWGATVITNLL   150
gi|115494788|ref|YP_778837.1|       GLYYGSYTFMETWNIGIILLFTVMATAFMGYVLPWGQMSFWGATVITNLL   150
gi|8038011|gb|AAF71578.1|           --------------------------------------------------
gi|1122916|gb|AAB50570.1|           GLYYGSYLFSETWNIGIILLLTIMATAFMGYVLPWGQMSFWGATVITNLL   150
gi|157461069|gb|ABV57060.1|         GLYYGSYLFPETWNIGIILLFTVMATAFMGYVLPWGQMSFWGATVITNLL   150
gi|153124668|ref|YP_001382271.      GLYYGSYTYSETWNIGIILLFTVMATAFMGYVLPWGQMSFWGATVITNLL   150
gi|21425423|emb|CAD21718.1|         GIYYGSYTLAETWNIGIVLLLTIMATAFMGYVLPWGQMSFWGATVITNLL   150
gi|552606|gb|AAA31851.1|            --------------------------------------------------


gi|115494578|ref|YP_778707.1|       SAVPYIGTNLVEWIWGGFSVDKATLTRFFAFHFILPFMASALVMVHLLFL   200
gi|115494844|ref|YP_778746.1|       SAVPYIGTNLVEWIWGGFSVDKATLTRFFAFHFILPFMASALVMVHLLFL   200
gi|37620596|gb|AAQ95107.1|          SAIPYIGTNLVEWIWGGFSVDKATLTRFFAFHFILPFVVSALVMVHLLFL   200
gi|115494690|ref|YP_778694.1|       SAIPYIGANLVEWIWGGFSVDKATLTRFFAFHFILPFMVSALVMVHLLFL   200
gi|115494830|ref|YP_778759.1|       SAIPYIGTNLVEWIWGGFSVDKATLTRFFAFHFILPFVASALVMVHLLFL   200
gi|269302297|gb|ACZ28998.1|         SAIPYIGTDLVQWIWGGFSVDKATLTRFFAFHFILPFVVLALAAVHLLFL   200
gi|282154709|dbj|BAI60013.1|        SAIPYIGTDLVQWIWGGFSVDKATLTRFFAFHFILPFVVSALAAVHLLFL   200
gi|115494788|ref|YP_778837.1|       SAIPYIGTDLVQWIWGGFSVDKATLTRFFAFHFILPFVVLALAAVHLLFL   200
gi|8038011|gb|AAF71578.1|           ---------------GGFSVDKATLTRFFAFHFILPFIILALAAVHLLFL   35
gi|1122916|gb|AAB50570.1|           SAIPYIGTDLVEWIWGGFSVDKATLTRFFAFHFILPFIILALAMVHLLFL   200
gi|157461069|gb|ABV57060.1|         SAIPYIGNNLVEWIWGGFSVDKATLTRFFAFHFILPFIISALAAVHLLFL   200
gi|153124668|ref|YP_001382271.      SAIPYIGTSLVEWIWGGFSVDKATLTRFFAFHFILPFIILALAAIHLLFL   200
gi|21425423|emb|CAD21718.1|         SAIPYVGTDLVEWVWGGFSVDKATLTRFLALHFVLPFMALALTAVHLLFL   200
gi|552606|gb|AAA31851.1|            --------------------------------------------------


gi|115494578|ref|YP_778707.1|       HETGSNNPSGISSDSDKIPFHPYYTIKDILGTLLLILTLMLLVMFSPDLL   250
gi|115494844|ref|YP_778746.1|       HETGSNNPSGISSDSDKIPFHPYYTIKDILGTLFLILILMLLVMFSPDLL   250
gi|37620596|gb|AAQ95107.1|          HETGSNNPSGISSDSDKIPFHPYYTIKDILGTLLLILILMLLVMFSPDLL   250
gi|115494690|ref|YP_778694.1|       HETGSNNPSGVSSDSDKIPFHPYYTIKDILGTLLLILILMLLVMFSPDLL   250
gi|115494830|ref|YP_778759.1|       HETGSNNPSGVSSDSDKIPFHPYYTIKDILGALLLILILMLLVMFSPDLL   250
gi|269302297|gb|ACZ28998.1|         HETGSNNPSGIMSDSDKIPFHPYYTIKDILGALLLILVLTLLVLFSPDLL   250
gi|282154709|dbj|BAI60013.1|        HETGSNNPSGIMSDSDKIPFHPYYTIKDILGALLFILVLTLLVLFSPDLL   250
gi|115494788|ref|YP_778837.1|       HETGSNNPSGISSDSDKIPFHPYYTIKDILGALLLILVLMLLVLFSPDLL   250
gi|8038011|gb|AAF71578.1|           HETGSNNPSGIPSDSDKIPFHPYYTIKDILGALLLTLALATLVLFSPDLL   85
gi|1122916|gb|AAB50570.1|           HETGSNNPSGISSNSDKIPFHPYYTIKDILGVLLLLLALVTLVLFSPDLL   250
gi|157461069|gb|ABV57060.1|         HETGSNNPSGIPSNSDKIPFHPYYTIKDILGVLLLIITLMTLVLFSPDLL   250
gi|153124668|ref|YP_001382271.      HETGSNNPSGIPSDSDKIPFHPYYTIKDILGALFLALVLMMLVLFSPDLL   250
gi|21425423|emb|CAD21718.1|         HETGSNNPSGILSDSDKIPFHPYYTIKDILGLIILILILMLLVLFSPDLL   250
gi|552606|gb|AAA31851.1|            --------------------------------------------------


gi|115494578|ref|YP_778707.1|       GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALLLSILI   300
gi|115494844|ref|YP_778746.1|       GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALLLSILI   300
gi|37620596|gb|AAQ95107.1|          GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALLLSILI   300
gi|115494690|ref|YP_778694.1|       GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVVALLLSILV   300
gi|115494830|ref|YP_778759.1|       GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALLLSILV   300
gi|269302297|gb|ACZ28998.1|         GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALVLSILI   300
gi|282154709|dbj|BAI60013.1|        GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALVLSILI   300
gi|115494788|ref|YP_778837.1|       GDPDNYTPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALVLSILI   300
gi|8038011|gb|AAF71578.1|           GDPDNYIPAN----------------------------------------   95
gi|1122916|gb|AAB50570.1|           GDPDNYTPANPVSTPLHIKPEWYFLFAYAILRSIPNKLGGVLALIFSILI   300
gi|157461069|gb|ABV57060.1|         GDPDNYTPANPLNTPPHIKPEWYFLFAYAILRSIPNKLGGVLALILSILV   300
gi|153124668|ref|YP_001382271.      GDPDNYTPANPLNTPPHIKPEWYFLFAYAILRSIPNKLGGVLALVLSILV   300
gi|21425423|emb|CAD21718.1|         GDPDNYTPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALLLSILV   300
gi|552606|gb|AAA31851.1|            ------------------KPEWYFLFAYTILRSVPNKLGGVLALLLSILI   32


gi|115494578|ref|YP_778707.1|       LAIIPLLHTSKQRGMMFRPISQCLFWLLVADLLTLTWIGGQPVEHPFITI   350
gi|115494844|ref|YP_778746.1|       LAIVPLLHTSKQRGMMFRPISQCLFWLLVADLLTLTWIGGQPVEHPFITI   350
gi|37620596|gb|AAQ95107.1|          LAIIPLLHTSKQRGMMFRPISQCLFWLLAADLLTLTWIGGQPVEHPFITI   350
gi|115494690|ref|YP_778694.1|       LAIIPLLHTSKQRGMMFRPISQCLFWLLVADLLTLTWIGGQPVEYPFIAI   350
gi|115494830|ref|YP_778759.1|       LAIIPLLHTSKQRGMMFRPISQFLFWLLVADLLTLTWIGGQPVEYPFITI   350
gi|269302297|gb|ACZ28998.1|         LAIVPLLHTSKQRGMMFRPISQCLFWLLVADLLTLTWIGGQPVEHPYITI   350
gi|282154709|dbj|BAI60013.1|        LAIVPLLHTSKQRGMMFRPISQCLFWFLVADLLTLTWIGGQPVEHPYITI   350
gi|115494788|ref|YP_778837.1|       LAIAPLLHTSKQRGMMFRPISQCLFWLLVADLLTLTWIGGQPVEHPYITI   350
gi|8038011|gb|AAF71578.1|           --------------------------------------------------
gi|1122916|gb|AAB50570.1|           LAIIPLLHTSKQRGMMFRPLSQCLFWLLAADLLTLTWIGGQPVEHPLVII   350
gi|157461069|gb|ABV57060.1|         LAIIPLLHTSKQRSMMFRPLSQCLFWLLVADLLTLTWIGGQPVEHPFIII   350
gi|153124668|ref|YP_001382271.      LAIIPLLHTSKQRGMMFRPLSQCLFWLLVADLLTLTWIGGQPVEHPFITI   350
gi|21425423|emb|CAD21718.1|         LAIVPSLHTSKQRSMMFRPISQCLFWLLVADLITLTWIGGQPVEHPFIII   350
gi|552606|gb|AAA31851.1|            LAMIPILHMSKQQSMMFRPLSQSLYWLLAADLLILTWIGGQPVSYPFTII   82


gi|115494578|ref|YP_778707.1|       GQLASILYFTILLVFMPIAGIIENNILKW-   379
gi|115494844|ref|YP_778746.1|       GQLASILYFAILLILMPIAGIIENNILKW-   379
gi|37620596|gb|AAQ95107.1|          GQLASILYFTILLVLMPIAGIIENNILKW-   379
gi|115494690|ref|YP_778694.1|       GQLASILYFMILLVLMPMAGIIENNILKW-   379
gi|115494830|ref|YP_778759.1|       GQLASILYFTILLILMPVAGIIENNILKW-   379
gi|269302297|gb|ACZ28998.1|         GQLASILYFMILLVLMPIASIIENNILKW-   379
gi|282154709|dbj|BAI60013.1|        GQLASILYFMILLVLMPIASIIENNILKW-   379
gi|115494788|ref|YP_778837.1|       GQLASILYFAILLVFMPIASIIENNILKW-   379
gi|8038011|gb|AAF71578.1|           ------------------------------
gi|1122916|gb|AAB50570.1|           GQLASILYFTILLVLMPIAGIIENNLSKW-   379
gi|157461069|gb|ABV57060.1|         GQLASILYFMILLVFMPIASIAENNLLKW-   379
gi|153124668|ref|YP_001382271.      GQLASILYFAILLIFMPVASIVENNLLKW-   379
gi|21425423|emb|CAD21718.1|         GQLASILYFMILLVFMPIAGMIENSILKW-   379
gi|552606|gb|AAA31851.1|            GQVASVLYFTTILILMPTISLIENKMLKWA   112



CLUSTAL 2.1 multiple sequence alignment Cytochrome C


gi|115494569|ref|YP_778698.1|       MAYPFQMGLQDATSPIMEELTHFHDHTLMIVFLISSLVLYIISTMLTTKL   50
gi|115494681|ref|YP_778685.1|       MAYPFQMGLQDATSPIMEELTHFHDHTLMIVFLISSLVLYIISTMLTTKL   50
gi|37695534|gb|AAR00312.1|          MAYPLQMGLQDATSPIMEELTHFHDHTLMIVFLISSLVLYIISTMLTTKL   50
gi|115494821|ref|YP_778750.1|       MAYPFQMGLQDATSPIMEELTHFHDHTLMIVFLISSLVLYIISTMLTTKL   50
gi|115494835|ref|YP_778737.1|       MAYPFQMGLQDATSPIMEELTHFHDHTLMIVFLISSLVLYIISTMLTTKL   50
gi|21717327|ref|NP_659340.3|        MAYPLQMGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISTMLTTKL   50
gi|159524414|ref|YP_001542732.      MAYPFQMGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISTMLTTKL   50
gi|19343520|ref|NP_597984.1|        MACPFQMGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISTMLTTKL   50
gi|115494779|ref|YP_778828.1|       MAYPLQMGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISLMLTTKL   50
gi|5835013|ref|NP_007072.1|COX      MAYPLQMGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISLMLTTKL   50
gi|5834861|ref|NP_006931.1|COX      MAYPLQMGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISLMLTTKL   50
gi|153124659|ref|YP_001382262.      MAYPFQLGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISLMLTTKL   50
gi|11128019|ref|NP_061820.1|        -------------------------------------------MGDVEKG   7
                                                                                  . *

gi|115494569|ref|YP_778698.1|       THTNTMDAQEVETVWTILPAIILIMIALPSLRILYIMDEINNP--SLTVK 98
gi|115494681|ref|YP_778685.1|       THTSTMDAQEVETVWTILPAIILIMIALPSLRILYIMDEINNP--SLTVK 98
gi|37695534|gb|AAR00312.1|       THTSTMDAQEVETVWTILPAIILIMIALPSLRILYIMDEINNP--SLTVK   98
gi|115494821|ref|YP_778750.1|    THTSTMDAQEVETVWTILPAIILIMIALPSLRILYIMDEINNP--SLTVK   98
gi|115494835|ref|YP_778737.1|    THTCTMDAQEVETVWTILPAIILIMIALPSLRILYIMDEINNP--SLTVK   98
gi|21717327|ref|NP_659340.3|     THTNTMDAQEVETVWTILPAIILIMIALPSLRILYMMDEINSP--FLTVK   98
gi|159524414|ref|YP_001542732.   THTNTMDAQEVETVWTILPAIILVLIALPSLRILYMMDEINNP--LLTVK   98
gi|19343520|ref|NP_597984.1|     THTSTMDAQEVETVWTILPAIILILIALPSLRILYMMDEINNP--SLTVK   98
gi|115494779|ref|YP_778828.1|    THTSTMDAQEVETVWTILPAIILILIALPSLRILYMMDEINNP--SLTVK   98
gi|5835013|ref|NP_007072.1|COX   THTSTMDAQEVETVWTILPAIILILIALPSLRILYMMDEINNP--SLTVK   98
gi|5834861|ref|NP_006931.1|COX   THTSTMDAQEVETVWTILPAIILILIALPSLRILYMMDEINNP--SLTVK   98
gi|153124659|ref|YP_001382262.   THTSTMDAQEVQTVWTILPAIILILIALPSLRILYMMDEINNP--SLTVK   98
gi|11128019|ref|NP_061820.1|     KKIFIMKCSQCHTVEKGG-----KHKTGPNLHGLFGRKTGQAPGYSYTAA   52
                                 .:   *...: .** .          : *.*: *: . : *      *.

gi|115494569|ref|YP_778698.1|    TMGHQWYWTYEYTDYEDLSFDSYMIPTQELKPGELRLLEVDNRVVLPMEM   148
gi|115494681|ref|YP_778685.1|    TMGHQWYWTYEYTDYEDLSFDSYMIPTQELKPGELRLLEVDNRVVLPMEM   148
gi|37695534|gb|AAR00312.1|       TMGHQWYWTYEYTDYEDLSFDSYMIPTQELKPGELRLLEVDNRVVLPMEM   148
gi|115494821|ref|YP_778750.1|    TMGHQWYWTYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRVVLPMEM   148
gi|115494835|ref|YP_778737.1|    TMGHQWYWTYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRVVLPMEM   148
gi|21717327|ref|NP_659340.3|     TMGHQWYWSYEYTDYEDLSFDSYMVPTQELKPGELRLLEVDNRMVLPMEM   148
gi|159524414|ref|YP_001542732.   TMGHQWYWSYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRAVLPMEM   148
gi|19343520|ref|NP_597984.1|     TMGHQWYWSYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRVVLPVEM   148
gi|115494779|ref|YP_778828.1|    TMGHQWYWSYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRVVLPMEM   148
gi|5835013|ref|NP_007072.1|COX   TMGHQWYWSYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRVVLPMEM   148
gi|5834861|ref|NP_006931.1|COX   TMGHQWYWSYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRVVLPMEM   148
gi|153124659|ref|YP_001382262.   TMGHQWYWSYEYTDYEDLNFDSYMVPTQELKPGELRLLEVDNRVVLPMEM   148
gi|11128019|ref|NP_061820.1|     NKNKGIIWGEDTLMEYLENPKKYIPGTKMIFVGIKKKEERADLIAYLKKA   102
                                 . .:   * :        . ..*: *: : * : * : .         :

gi|115494569|ref|YP_778698.1|    TVRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE   198
gi|115494681|ref|YP_778685.1|    TVRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE   198
gi|37695534|gb|AAR00312.1|       TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE   198
gi|115494821|ref|YP_778750.1|    TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE   198
gi|115494835|ref|YP_778737.1|    TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE   198
gi|21717327|ref|NP_659340.3|     TVRMLISSEDVLHSWTVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE   198
gi|159524414|ref|YP_001542732.   TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE   198
gi|19343520|ref|NP_597984.1|     TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE   198
gi|115494779|ref|YP_778828.1|    TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE   198
gi|5835013|ref|NP_007072.1|COX   TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE   198
gi|5834861|ref|NP_006931.1|COX   TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMTMRPGLYYGQCSE   198
gi|153124659|ref|YP_001382262.   TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE   198
gi|11128019|ref|NP_061820.1|     TNE-----------------------------------------------   105
                                 * .

gi|115494569|ref|YP_778698.1|    ICGSNHSFMPIVIESVPLSCFEKWSASML-   227
gi|115494681|ref|YP_778685.1|    ICGSNHSFMPIVIESVPLSCFEKWSASMLQ   228
gi|37695534|gb|AAR00312.1|       ICGSNHSFMPIVIESVPLSYFEKWSTSMLQ   228
gi|115494821|ref|YP_778750.1|    ICGSNHSFMPIVIESVPLSYFEKWSASMLQ   228
gi|115494835|ref|YP_778737.1|    ICGSNHSFMPIVIESVPLSYFEKWSASMLQ   228
gi|21717327|ref|NP_659340.3|     ICGSNHSFMPIVLESVPLSYFEKWSASILQ   228
gi|159524414|ref|YP_001542732.   ICGSNHSFMPIVLELVPLSYFEKWSASML-   227
gi|19343520|ref|NP_597984.1|     ICGSNHSFMPIVLELVPLSYFEEWSASML-   227
gi|115494779|ref|YP_778828.1|    ICGSNHSFMPIVLELVPLSHFEKWSTSML-   227
gi|5835013|ref|NP_007072.1|COX   ICGSNHSFMPIVLELVPLSHFEKWSTSML-   227
gi|5834861|ref|NP_006931.1|COX   ICGSNHSFMPIVLELVPLSHFEKWSTSML-   227
gi|153124659|ref|YP_001382262.   ICGSNHSFMPIVLELVPLSHFEKWSASML-   227
gi|11128019|ref|NP_061820.1|     ------------------------------
Appendix C bibliography



Andersen et al. (1998). Population Structure and gene flow of the Atlanstic Walrus (Odobenus
       rosmarus rosmarus) in the eastern Atlantic Artic based on mitochondiral DNA and
       microsatellite variation. Molecular Ecology(7), 1323-1336.

Castresana J. (2001). Molecular biology and Evolution(18), 465-471.

Castresana J. (2001). Cytochrome b Phylogeny and the Taxonomy of Great Apes and Mammals.
        Molecular biology and Evolution(18), 465-471.

Lento et al. (1995). Use of Spectral Anaylsis to test hypotheses on the orign of pinnipeds. Molecular
        Biology and Evolution(12), 28-52.

Lindqvist et al. (2009). The Laptev Sea Walrus Odobenus rosmarus laptevi: an engima revisited.
        Zoologica Scripta(38), 113-127.

Ulfure, A., bodin, K., Gullberg, A., Ledge, C., & Mouchaty, S. (1995). A Molecular View of Pinniped
        Relationships with Particular Emphasis on the True Seals. Journal of molecular Evolution(40),
        78-85.

Mais conteúdo relacionado

Último

Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Alkin Tezuysal
 
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxLoriGlavin3
 
Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityIES VE
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Farhan Tariq
 
Data governance with Unity Catalog Presentation
Data governance with Unity Catalog PresentationData governance with Unity Catalog Presentation
Data governance with Unity Catalog PresentationKnoldus Inc.
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyesHow to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyesThousandEyes
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxLoriGlavin3
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch TuesdayIvanti
 
Zeshan Sattar- Assessing the skill requirements and industry expectations for...
Zeshan Sattar- Assessing the skill requirements and industry expectations for...Zeshan Sattar- Assessing the skill requirements and industry expectations for...
Zeshan Sattar- Assessing the skill requirements and industry expectations for...itnewsafrica
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxLoriGlavin3
 
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentEmixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentPim van der Noll
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxLoriGlavin3
 
UiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPathCommunity
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...Wes McKinney
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxLoriGlavin3
 
QCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesQCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesBernd Ruecker
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxLoriGlavin3
 
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...Nikki Chapple
 

Último (20)

Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
 
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
 
Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a reality
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...
 
Data governance with Unity Catalog Presentation
Data governance with Unity Catalog PresentationData governance with Unity Catalog Presentation
Data governance with Unity Catalog Presentation
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyesHow to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch Tuesday
 
Zeshan Sattar- Assessing the skill requirements and industry expectations for...
Zeshan Sattar- Assessing the skill requirements and industry expectations for...Zeshan Sattar- Assessing the skill requirements and industry expectations for...
Zeshan Sattar- Assessing the skill requirements and industry expectations for...
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
 
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentEmixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
 
UiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to Hero
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptx
 
QCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesQCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architectures
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
 
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
 

Destaque

PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024Neil Kimberley
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)contently
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024Albert Qian
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsKurio // The Social Media Age(ncy)
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summarySpeakerHub
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next Tessa Mero
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentLily Ray
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best PracticesVit Horky
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project managementMindGenius
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...RachelPearson36
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Applitools
 
12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at WorkGetSmarter
 
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...DevGAMM Conference
 

Destaque (20)

Skeleton Culture Code
Skeleton Culture CodeSkeleton Culture Code
Skeleton Culture Code
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
 
12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work
 
ChatGPT webinar slides
ChatGPT webinar slidesChatGPT webinar slides
ChatGPT webinar slides
 
More than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike RoutesMore than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike Routes
 
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
 

Phylogeny of Walrus Investigated Using Mitochondrial DNA

  • 1. Investigation into the phylogeny of Odobenus Rosmarus A report for Nello Cristianini for the unit EMATM0004 Computational Genomics and Bioinformatics Algorithms By Samuel R Neaves SN0550 November 2011
  • 2. Introduction This project investigates the evolutionary history of Odobenus rosmarus (The walrus). The evolution of the Pinnipedia (Odobenidae- walruses, Otariidae- eared seals, including sea lions and fur seals & Phocidae- earless seals) is said to be enigmatic with the exact relationships between subspecies in dispute. The majority of authors support a monophyletic origin of the pinnipeds from a caniform, however there are others who suggest a diphyletic origin with the phocidae being related to the mustelids (The mustelids are themselves a disputed family). Arnason et al (1995). A further dispute is that some authors divide the walrus into three sub species of Odobenus rosmarus + (rosmarus, divergen or laptivai) however recent work by (Lindqvist et al, 2009), concludes that laptivai are not a distinct species from divergen. The aim of this investigation is to gather evidence for the true phylogeny. Data Description The primary species for this investigation will be Odobenus rosmarus rosmarus. The complete mitochondrial DNA accession number in genbank is: NC_004029(.2). Odobenus rosmarus rosmarus’s phylogeny will be computed in relation to Erignathus barbatus(Bearded Seal, representing Phocidae ) Zalophus californianus(California Sea Lion, representing Otariidae) Ursus maritimus (Polar bear, representing Caniformia) and Gulo gulo (Wolverine, representing mustelids). Homo sapiens are used as an out group to root the phylogenetic trees. For the full table of accession numbers see appendix A. Sequence statistics. Odobenus rosmarus rosmarus mitochondrial DNA was statistically analyzed with the following information found: The size of the genome is 16565 base pairs. The number of each base: A C G T 5401 4310 2414 4440 The base count frequency: A C G T 0.3260 0.2602 0.1457 0.2680 This shows that there are twice as many A’s as G’s, with roughly the same amount of C’s and T’s over the whole genome. This seems an interesting break from the norm of A and T content being similar and G and C content being similar. To further investigate and in order to consider local fluctuations in the frequencies of nucleotides we employ sliding windows of size 5000, 2000 and 500 and plot the frequencies.
  • 3. Nucleotide density 5000 Nucleotide density 2000 0.5 0.5 A A 0.4 C 0.4 C G G 0.3 T 0.3 T 0.2 0.2 0.1 0.1 0 2000 4000 6000 8000 10000 12000 14000 16000 18000 0 2000 4000 6000 8000 10000 12000 14000 16000 18000 A-T C-G density A-T C-G density 0.7 0.7 A-T A-T 0.6 C-G 0.6 C-G 0.5 0.5 0.4 0.4 0 2000 4000 6000 8000 10000 12000 14000 16000 18000 0 2000 4000 6000 8000 10000 12000 14000 16000 18000 Nucleotide density 500 0.8 A 0.6 C G 0.4 T 0.2 0 0 2000 4000 6000 8000 10000 12000 14000 16000 18000 A-T C-G density 0.7 A-T 0.6 C-G 0.5 0.4 0 2000 4000 6000 8000 10000 12000 14000 16000 18000 A sliding window of size 5000 does not show a great deal of variation amongst the composition however a smaller windows clearly show peaks and troughs, which shows that the nucleotides are not drawn from a independent and identically distributed probability distribution as the distribution changes along the genome. With a caveat of caution because of the apparent violation of the aggregate frequencies, the GC content is also plotted; at the smallest window size this seems to show six distinct waves of variation in both AT and CG content. Next we employ an ab initio method to find protein encoding genes. The single-nucleotide permutation test calculates the significance of Open Reading Frames(ORFs) with a threshold set to be longer than all ORFs in a random sequence and it finds 1 gene. If we set α to 5% then we get a larger value of 12 genes found. We are careful to set the correct genetic code for vertebrate Mitochondrial. We translate these genes into protein sequences and identify cytochrome B and cytochrome C by translating into amino acid sequences and blasting. Once identified we run further protein blasts using both cytochromes to identify the nearest other species.
  • 4. Results of CYTB blast: Rank Latin name Common Name Total Score(Max 760) 1 Halichoerus grypus Grey Seal 681 2 Gulo gulo Wolverine 680 3 Phoca vitulina stejnegeri Harbour Seal 679 4 Erignathus barbatus Bearded Seal 679 5 Ictonyx libyca Saharan Striped Pole cat 679 These results are interesting because they do not include any Otariidaes, suggesting that Pinnipedia have a diphyletic origin from the ancient caniform with the Odobenidae, Phocidae and the Mustelids on one branch and Otariidaes on another. Results of CYTC blast Rank Latin Name Common name Total Score 1 Tremarctos ornatus Spectacled bear 447 2 Otaria byroni South American Sea Lion 446 3 Arctocephalus Guadalupe fur seal 445 townsendi 4 Neophoca cinerea Australian Sea Lion 444 5 Callorhinus ursinus Northern fur seal 444 This results is a contrast to the CYTB blast results, this time with many Otariidaes, no Phocidaes a high ranking Caniformia and no Mustelids. This data appears to support the monophyletic origin hypothesis or a diphyletic origin but with the Odobenidae on the branch of Otariidaes. To further the investigation we add the initially selected organisms to the data set and compute the genetic distances between each pair. We utilize the Jukes-Cantor correction to account for multiple substitutions that have occurred in the same space. ( ) This states that the number of substitutions per site between two sequences (K) can be estimated from the observed fractions that differ (d). With this applied on cytochrome b it is clear that the Polar bear is very distantly related compared to the other species. It is interesting that the data suggests that the Spectacled bear is a closer relation to the pinnipeds than the Polar bear.
  • 5. If we remove the Polar bear to allow us to zoom in we can see five distinct groups. The data shows the Walrus is about equally distant from the Otariidaes and the Phocidaes , with the Otariidaes closer to Mustelids and as far from the Phocidaes as it is from the Spectacled bear. Performing the same procedure for cytochrome C we get similar results however, this time the Phocidaes are clearly grouped with Mustelids along with the Polar bear. The Spectacled bear is once again on its own slightly closer to Phocidaes than the Otariidaes. This leaves the Walrus again as an outliner being roughly equal distances from the two major clusters.
  • 6.
  • 7. Four phylogenetic trees were built, one for each Cytochrome from both amino acid and nucleotide sequences’. In order to build the cytochrome C nucleotide tree, a number of animals including Odobenus rosmarus had to use amino acid to nucleotide transformation due to unavailability of sequence data, which as this is not a one to one relation results in some random substitutions which may affect the accuracy of this graph. The results present a confused picture with many contradictions between the four trees. However if we discount the Cytochrome C nt tree there appears to be some consensus, all the Otariidae and Phocidae are consistently grouped together and the Odobenus Rosmarus is seen to first split from the common ancestor of both the Otariidae and Phocidae which then diverged at a later date, this stands in contrast to the results in Arnason et al(1995) which show the Phocidae first splitting, with a later split between the Otariidae and Odobenus Rosmarus. However (Lento et al, 1995) does offer some evidence for Odobenus Rosmarus being an early divergence from the common pinniped ancestor which would be consistent with these results. There are major differences in the placing of Ursus maritimus, Tremarctos ornatus and Gulo gulo between the cytochrome b and c trees, cytochrome c puts the mustelids, Ursus maritimus and Tremarctos ornatus on the same branch as the Phocidae, however the cytochrome B tree has the Mustelids and Tremarctos ornatus close to the Otariidae, with Ursus maritimus being a distance relation. Castresana (2001) presents evidence that Cytochrome B is more reliable for constructing trees at the genus and family level and therefore this tree may be taken as a more reliable indicator to the true phylogeny. The online resource tax browser collated by NCBI has the Odobenidae, Phocidae and Otariidae as three distinct families within the suborder of Caniformia and does not have any one group as an ancestor to the other. Multiple alignments In order to build multiple alignments and identify polymorphic sites the heuristic CLUSTALW tool was used to align both the cytochrome B and cytochrome C protein sequences. This was set to use the BLOSUM Protein weight matrix with a GAP open penalty set to 10, GAP extension penalty set to 0.20, GAP distances set to 5 and No End Gaps set to ‘No’. Too see the full alignments refer to appendix B. It is clear that both alignments are very good apart from of course the out-group and the Polar bear in cytochrome B. The majority of polymorphic sites in cytochrome B are consistent with the groupings of Odobenidae, Phocidae and Otariidae. They include both indels and point mutations. The sites are fairly sporadic across the sequences which is in contrast to the polymorphic sites in cytochrome C which mostly lie between the 50th and 100th amino acid with the extremities remaining constant.
  • 8. Addressing the question of how many species of Odobenus Rosmarus there are we utilize a selection of walrus samples from the (Lindqvist et al, 2009) study. These sequences are ATL25 tRNA-Trp and tRNA-Pro genes from the mtDNA region of the genomes. We follow the same procedure as earlier computing the genetic distance between the samples using jukes cantor correction and plotting these on a graph. We use this computation to build an unrooted phylogenetic tree. Both the tree and the distance plot conforms with (Lindqvist et al, 2009) conclusion that the walruses sampled from the Laptev sea are indeed just a subgroup of the Pacific walrus because they exist in a sub branch of Odobenus rosmarus divergens and their genetic distance is mixed amongst the Pacific samples. This data and analysis therefore does not justify labeling these as a separate species. A further point of note is that the Atlantic walrus genetic data show signs of going through a genetic bottle neck due to the lack of diversity compared to the Pacific walrus. This information sits with the historic fact, that the Atlantic walrus was almost hunted to extinction by the 1950’s with numbers beginning to recover since then. Whereas the more remote locations inhabited by the Pacific walrus protected them from human hunting which has allowed there numbers to remain much higher throughout the 20th century and therefore accounting for the greater genetic diversity shown in the samples. If further larger samples are collected and more detailed analysis’s show the same results then it may be it will be time to change the current NCBI tax browser to show only two species of Odobenus Rosmarus. Atlantic Pacific Laptivai
  • 9. Conclusion The analysis that we have performed present results that stand in contrast to the two papers Ulfure et al (1995) and Lento et al (1995). Proving that the question of pinniped evolution is indeed very interesting with a variety of hypothesis still in contention. The examination of the question of if there are two or three walruses species came to the same conclusion as (Lindqvist et al, 2009) despite using different techniques and methods. It must be said that the same data was used for this study and Lindqvist et al’s (2009) study. Which when taken with the low numbers of samples and the use of amplicons, as well as the inherent difficulty of sampling Odobenus Rosmarus potentially leading to sampling errors, such as close relatives being sampled, leaves the hypothesis very much still open to refutation. While the evolution of pinnipeds remain inconclusive there remains the need for further more in- depth studies to allow for reliable conclusions to be drawn so that wise actions can be taken to protect this charismatic and vulnerable artic creature from the threats of hunting and habitat destruction that continue to push many creatures to extinction. A pair of curious Walruses (image from http://www.free-extras.com/images/walrus-8927.htm)
  • 10. Appendix A Accession Number Proteins Nucleotides Latin Name Common mtDna Cytochrome B Cytochrome C Cytochrome B Cytochrome C Name Odobenus Atlantic Walrus CAD21718 NP_659340.3 NC_004029.2 NA Rosmarus Rosmarus Zalophus California sea YP_778707.1 YP_778698.1 D26524.1 AJ616896.1 californianus lion, representing the Otariidae Erignathus Bearded Seal, YP_778837.1 YP_778828.1 AY140982.1 FJ839388.1 barbatus representing Phocidae Ursus Polar bear, AAF71578.1 NP_597984.1 NC_003428.1 NA maritimus representing Caniformia Gulo gulo Wolverine, YP_001382271.1 YP_001382262.1 L77960.2 EU544598.1 representing Mustelids Homo Sapiens Human, is used AAA31851.1 NP_061820.1 S88250.1 NM_018947.5 as an outgroup Halichoerus Grey Seal ACZ28998.1 NP_007072.1 GU167293.1 GU733706.1 grypus Phoca vitulina Harbor seals BAI60013.1 NP_006931.1 AB510422.1 NA stejnegeri Ictonyx libyca Saharan Striped ABV57060.1 NA EF987739.1 NA Polecat Tremarctos spectacled bear AAB50570.1 YP_001542732.1 U23554.1 NA ornatus Otaria byronia South American AAQ95107.1 AAR00312.1 AY713034.1 AJ891144.1 Sea Lion Arctocephalus Guadalupe fur YP_778759.1 YP_778750.1 AF380897.1 NA townsendi seal Neophoca Australian Sea YP_778746.1 YP_778737.1 AF380915.1 NA cinerea Lion Callorhinus Northern fur YP_778694.1 YP_778685.1 HQ895717.1 HM171421.1 ursinus seal Odobenus Rosmarus samples. Lap 1 EU728526 Pac 8 EU728538 Atlan 4 EU728567 Atlan 14 EU728549 Lap 2 EU728527 Pac 9 EU728539 Atlan 5 EU728568 Atlan 15 EU728550 Lap 3 EU728529 Pac 12 EU728542 Atlan 6 EU728569 Atlan 16 EU728551 Lap 4 EU728530 Pac 13 EU728543 Atlan 7 EU728570 Atlan 17 EU728552 Lap 5 EU728525 Pac 14 EU728562 Atlan 8 EU728571 Atlan 18 EU728553 Pac 1 EU728531 Pac 15 EU728563 Atlan 9 EU728572 Atlan 19 EU728554 Pac 2 EU728532 Pac 16 EU728564 Atlan 10 EU728573 Atlan 20 EU728555 Pac 3 EU728533 Atlan 1 EU728561 Atlan 11 EU728546 Atlan 21 EU728556 Pac 4 EU728534 Atlan 2 EU728565 Atlan 12 EU728547 Atlan 22 EU728557 Pac 5 EU728535 Atlan 3 EU728566 Atlan 13 EU728548 Atlan 23 EU728558 Pac 6 EU728536 Pac 7 EU728537
  • 11. Appendix B CLUSTAL 2.1 multiple sequence alignment cytochrome B gi|115494578|ref|YP_778707.1| MTNIRKVHPLAKIINSSLIDLPTPSNISAWWNFGSLLAACLALQILTGLF 50 gi|115494844|ref|YP_778746.1| MTNIRKTHPLAKIINNSLIDLPAPSNISAWWNFGSLLAVCLALQILTGLF 50 gi|37620596|gb|AAQ95107.1| MTNIRKVHPLAKIINNLLIDLPAPSNISAWWNFGSLLAVCLALQILTGLF 50 gi|115494690|ref|YP_778694.1| MTNIRKVHPLAKIINSSLIDLPAPSNISAWWNFGSLLATCLVLQILTGLF 50 gi|115494830|ref|YP_778759.1| MTNIRKTHPLAKIINNSLIDLPAPSNISTWWNFGSLLAACLALQILTGLF 50 gi|269302297|gb|ACZ28998.1| MTNIRKTHPLMKIINNSFIDLPTPSNISAWWNFGSLLGICLILQILTGLF 50 gi|282154709|dbj|BAI60013.1| MTNIRKTHPLMKIINNSFIDLPTPSNISAWWNFGSLLGICLILQILTGLF 50 gi|115494788|ref|YP_778837.1| MTNIRKTHPLIKIINSSFIDLPTPSNISAWWNFGSLLGICLILQILTGLF 50 gi|8038011|gb|AAF71578.1| -------------------------------------------------- gi|1122916|gb|AAB50570.1| MTNIRKTHPLAKIINSSFIDLPTPSNISAWWNFGSLLGVCLILHILTGLF 50 gi|157461069|gb|ABV57060.1| MANIRKTHPLAKIINNSFVDLPTPSSISAWWNFGSLLGICLIIQILTGLF 50 gi|153124668|ref|YP_001382271. MTNIRKTHPLAKIINNSFIDLPTPSNISAWWNFGSLLGICLILQILTGLF 50 gi|21425423|emb|CAD21718.1| MTNIRKTHPLAKIINNTFIDLPTPSNISAWWNFGSLLATCLILQILTGLF 50 gi|552606|gb|AAA31851.1| -------------------------------------------------- gi|115494578|ref|YP_778707.1| LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYMHANGASMFFICLYMHVGR 100 gi|115494844|ref|YP_778746.1| LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYMHANGASMFFICLYMHVGR 100 gi|37620596|gb|AAQ95107.1| LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYMHANGASMFFICLYMHVGR 100 gi|115494690|ref|YP_778694.1| LAMHYTSDTTTAFSSVAHICRDVNYGWIIRYMHANGASMFFICLYMHVGR 100 gi|115494830|ref|YP_778759.1| LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYMHANGASMFFICLYMHVGR 100 gi|269302297|gb|ACZ28998.1| LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYLHANGASMFFICLYMHVGR 100 gi|282154709|dbj|BAI60013.1| LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYLHANGASMFFICLYMHVGR 100 gi|115494788|ref|YP_778837.1| LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYMHANGASMFFICLYMHVGR 100 gi|8038011|gb|AAF71578.1| -------------------------------------------------- gi|1122916|gb|AAB50570.1| LAMHYTADTTTAFSSVAHICRDVNYGWVIRYMHANGASMFFICLFMHVGR 100 gi|157461069|gb|ABV57060.1| LAMHYTSDTTTAFSSVTHICRDVNYGWIIRYMHANGASMFFICLFLHVGR 100 gi|153124668|ref|YP_001382271. LAMHYTSDTATAFSSVTHICRDVNYGWVIRYMHANGASMFFICLFLHVGR 100 gi|21425423|emb|CAD21718.1| LAMHYTSDTTTAFSSITHICRDVNYGWIIRYMHANGASMFFICLYAHMGR 100 gi|552606|gb|AAA31851.1| -------------------------------------------------- gi|115494578|ref|YP_778707.1| GLYYGSYTLTETWNIGIILLFTIMATAFMGYVLPWGQMSFWGATVITNLL 150 gi|115494844|ref|YP_778746.1| GLYYGSYTLTETWNIGIILLFTIMATAFMGYVLPWGQMSFWGATVITNLL 150 gi|37620596|gb|AAQ95107.1| GLYYGSYTLTETWNIGIILLLTVMATAFMGYVLPWGQMSFWGATVITNLL 150 gi|115494690|ref|YP_778694.1| GLYYGSYTLTETWNIGIILLLTIMATAFMGYVLPWGQMSFWGATVITNLL 150 gi|115494830|ref|YP_778759.1| GLYYGSYTLAETWNIGIILLFTIMATAFMGYVLPWGQMSFWGATVITNLL 150 gi|269302297|gb|ACZ28998.1| GLYYGSYTFTETWNIGIILLFTIMATAFMGYVLPWGQMSFWGATVITNLL 150 gi|282154709|dbj|BAI60013.1| GLYYGSYTFTETWNIGIILLFTVMATAFMGYVLPWGQMSFWGATVITNLL 150 gi|115494788|ref|YP_778837.1| GLYYGSYTFMETWNIGIILLFTVMATAFMGYVLPWGQMSFWGATVITNLL 150 gi|8038011|gb|AAF71578.1| -------------------------------------------------- gi|1122916|gb|AAB50570.1| GLYYGSYLFSETWNIGIILLLTIMATAFMGYVLPWGQMSFWGATVITNLL 150 gi|157461069|gb|ABV57060.1| GLYYGSYLFPETWNIGIILLFTVMATAFMGYVLPWGQMSFWGATVITNLL 150 gi|153124668|ref|YP_001382271. GLYYGSYTYSETWNIGIILLFTVMATAFMGYVLPWGQMSFWGATVITNLL 150 gi|21425423|emb|CAD21718.1| GIYYGSYTLAETWNIGIVLLLTIMATAFMGYVLPWGQMSFWGATVITNLL 150 gi|552606|gb|AAA31851.1| -------------------------------------------------- gi|115494578|ref|YP_778707.1| SAVPYIGTNLVEWIWGGFSVDKATLTRFFAFHFILPFMASALVMVHLLFL 200 gi|115494844|ref|YP_778746.1| SAVPYIGTNLVEWIWGGFSVDKATLTRFFAFHFILPFMASALVMVHLLFL 200 gi|37620596|gb|AAQ95107.1| SAIPYIGTNLVEWIWGGFSVDKATLTRFFAFHFILPFVVSALVMVHLLFL 200 gi|115494690|ref|YP_778694.1| SAIPYIGANLVEWIWGGFSVDKATLTRFFAFHFILPFMVSALVMVHLLFL 200 gi|115494830|ref|YP_778759.1| SAIPYIGTNLVEWIWGGFSVDKATLTRFFAFHFILPFVASALVMVHLLFL 200 gi|269302297|gb|ACZ28998.1| SAIPYIGTDLVQWIWGGFSVDKATLTRFFAFHFILPFVVLALAAVHLLFL 200 gi|282154709|dbj|BAI60013.1| SAIPYIGTDLVQWIWGGFSVDKATLTRFFAFHFILPFVVSALAAVHLLFL 200 gi|115494788|ref|YP_778837.1| SAIPYIGTDLVQWIWGGFSVDKATLTRFFAFHFILPFVVLALAAVHLLFL 200 gi|8038011|gb|AAF71578.1| ---------------GGFSVDKATLTRFFAFHFILPFIILALAAVHLLFL 35 gi|1122916|gb|AAB50570.1| SAIPYIGTDLVEWIWGGFSVDKATLTRFFAFHFILPFIILALAMVHLLFL 200 gi|157461069|gb|ABV57060.1| SAIPYIGNNLVEWIWGGFSVDKATLTRFFAFHFILPFIISALAAVHLLFL 200 gi|153124668|ref|YP_001382271. SAIPYIGTSLVEWIWGGFSVDKATLTRFFAFHFILPFIILALAAIHLLFL 200 gi|21425423|emb|CAD21718.1| SAIPYVGTDLVEWVWGGFSVDKATLTRFLALHFVLPFMALALTAVHLLFL 200 gi|552606|gb|AAA31851.1| -------------------------------------------------- gi|115494578|ref|YP_778707.1| HETGSNNPSGISSDSDKIPFHPYYTIKDILGTLLLILTLMLLVMFSPDLL 250 gi|115494844|ref|YP_778746.1| HETGSNNPSGISSDSDKIPFHPYYTIKDILGTLFLILILMLLVMFSPDLL 250 gi|37620596|gb|AAQ95107.1| HETGSNNPSGISSDSDKIPFHPYYTIKDILGTLLLILILMLLVMFSPDLL 250 gi|115494690|ref|YP_778694.1| HETGSNNPSGVSSDSDKIPFHPYYTIKDILGTLLLILILMLLVMFSPDLL 250 gi|115494830|ref|YP_778759.1| HETGSNNPSGVSSDSDKIPFHPYYTIKDILGALLLILILMLLVMFSPDLL 250 gi|269302297|gb|ACZ28998.1| HETGSNNPSGIMSDSDKIPFHPYYTIKDILGALLLILVLTLLVLFSPDLL 250 gi|282154709|dbj|BAI60013.1| HETGSNNPSGIMSDSDKIPFHPYYTIKDILGALLFILVLTLLVLFSPDLL 250 gi|115494788|ref|YP_778837.1| HETGSNNPSGISSDSDKIPFHPYYTIKDILGALLLILVLMLLVLFSPDLL 250
  • 12. gi|8038011|gb|AAF71578.1| HETGSNNPSGIPSDSDKIPFHPYYTIKDILGALLLTLALATLVLFSPDLL 85 gi|1122916|gb|AAB50570.1| HETGSNNPSGISSNSDKIPFHPYYTIKDILGVLLLLLALVTLVLFSPDLL 250 gi|157461069|gb|ABV57060.1| HETGSNNPSGIPSNSDKIPFHPYYTIKDILGVLLLIITLMTLVLFSPDLL 250 gi|153124668|ref|YP_001382271. HETGSNNPSGIPSDSDKIPFHPYYTIKDILGALFLALVLMMLVLFSPDLL 250 gi|21425423|emb|CAD21718.1| HETGSNNPSGILSDSDKIPFHPYYTIKDILGLIILILILMLLVLFSPDLL 250 gi|552606|gb|AAA31851.1| -------------------------------------------------- gi|115494578|ref|YP_778707.1| GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALLLSILI 300 gi|115494844|ref|YP_778746.1| GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALLLSILI 300 gi|37620596|gb|AAQ95107.1| GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALLLSILI 300 gi|115494690|ref|YP_778694.1| GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVVALLLSILV 300 gi|115494830|ref|YP_778759.1| GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALLLSILV 300 gi|269302297|gb|ACZ28998.1| GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALVLSILI 300 gi|282154709|dbj|BAI60013.1| GDPDNYIPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALVLSILI 300 gi|115494788|ref|YP_778837.1| GDPDNYTPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALVLSILI 300 gi|8038011|gb|AAF71578.1| GDPDNYIPAN---------------------------------------- 95 gi|1122916|gb|AAB50570.1| GDPDNYTPANPVSTPLHIKPEWYFLFAYAILRSIPNKLGGVLALIFSILI 300 gi|157461069|gb|ABV57060.1| GDPDNYTPANPLNTPPHIKPEWYFLFAYAILRSIPNKLGGVLALILSILV 300 gi|153124668|ref|YP_001382271. GDPDNYTPANPLNTPPHIKPEWYFLFAYAILRSIPNKLGGVLALVLSILV 300 gi|21425423|emb|CAD21718.1| GDPDNYTPANPLSTPPHIKPEWYFLFAYAILRSIPNKLGGVLALLLSILV 300 gi|552606|gb|AAA31851.1| ------------------KPEWYFLFAYTILRSVPNKLGGVLALLLSILI 32 gi|115494578|ref|YP_778707.1| LAIIPLLHTSKQRGMMFRPISQCLFWLLVADLLTLTWIGGQPVEHPFITI 350 gi|115494844|ref|YP_778746.1| LAIVPLLHTSKQRGMMFRPISQCLFWLLVADLLTLTWIGGQPVEHPFITI 350 gi|37620596|gb|AAQ95107.1| LAIIPLLHTSKQRGMMFRPISQCLFWLLAADLLTLTWIGGQPVEHPFITI 350 gi|115494690|ref|YP_778694.1| LAIIPLLHTSKQRGMMFRPISQCLFWLLVADLLTLTWIGGQPVEYPFIAI 350 gi|115494830|ref|YP_778759.1| LAIIPLLHTSKQRGMMFRPISQFLFWLLVADLLTLTWIGGQPVEYPFITI 350 gi|269302297|gb|ACZ28998.1| LAIVPLLHTSKQRGMMFRPISQCLFWLLVADLLTLTWIGGQPVEHPYITI 350 gi|282154709|dbj|BAI60013.1| LAIVPLLHTSKQRGMMFRPISQCLFWFLVADLLTLTWIGGQPVEHPYITI 350 gi|115494788|ref|YP_778837.1| LAIAPLLHTSKQRGMMFRPISQCLFWLLVADLLTLTWIGGQPVEHPYITI 350 gi|8038011|gb|AAF71578.1| -------------------------------------------------- gi|1122916|gb|AAB50570.1| LAIIPLLHTSKQRGMMFRPLSQCLFWLLAADLLTLTWIGGQPVEHPLVII 350 gi|157461069|gb|ABV57060.1| LAIIPLLHTSKQRSMMFRPLSQCLFWLLVADLLTLTWIGGQPVEHPFIII 350 gi|153124668|ref|YP_001382271. LAIIPLLHTSKQRGMMFRPLSQCLFWLLVADLLTLTWIGGQPVEHPFITI 350 gi|21425423|emb|CAD21718.1| LAIVPSLHTSKQRSMMFRPISQCLFWLLVADLITLTWIGGQPVEHPFIII 350 gi|552606|gb|AAA31851.1| LAMIPILHMSKQQSMMFRPLSQSLYWLLAADLLILTWIGGQPVSYPFTII 82 gi|115494578|ref|YP_778707.1| GQLASILYFTILLVFMPIAGIIENNILKW- 379 gi|115494844|ref|YP_778746.1| GQLASILYFAILLILMPIAGIIENNILKW- 379 gi|37620596|gb|AAQ95107.1| GQLASILYFTILLVLMPIAGIIENNILKW- 379 gi|115494690|ref|YP_778694.1| GQLASILYFMILLVLMPMAGIIENNILKW- 379 gi|115494830|ref|YP_778759.1| GQLASILYFTILLILMPVAGIIENNILKW- 379 gi|269302297|gb|ACZ28998.1| GQLASILYFMILLVLMPIASIIENNILKW- 379 gi|282154709|dbj|BAI60013.1| GQLASILYFMILLVLMPIASIIENNILKW- 379 gi|115494788|ref|YP_778837.1| GQLASILYFAILLVFMPIASIIENNILKW- 379 gi|8038011|gb|AAF71578.1| ------------------------------ gi|1122916|gb|AAB50570.1| GQLASILYFTILLVLMPIAGIIENNLSKW- 379 gi|157461069|gb|ABV57060.1| GQLASILYFMILLVFMPIASIAENNLLKW- 379 gi|153124668|ref|YP_001382271. GQLASILYFAILLIFMPVASIVENNLLKW- 379 gi|21425423|emb|CAD21718.1| GQLASILYFMILLVFMPIAGMIENSILKW- 379 gi|552606|gb|AAA31851.1| GQVASVLYFTTILILMPTISLIENKMLKWA 112 CLUSTAL 2.1 multiple sequence alignment Cytochrome C gi|115494569|ref|YP_778698.1| MAYPFQMGLQDATSPIMEELTHFHDHTLMIVFLISSLVLYIISTMLTTKL 50 gi|115494681|ref|YP_778685.1| MAYPFQMGLQDATSPIMEELTHFHDHTLMIVFLISSLVLYIISTMLTTKL 50 gi|37695534|gb|AAR00312.1| MAYPLQMGLQDATSPIMEELTHFHDHTLMIVFLISSLVLYIISTMLTTKL 50 gi|115494821|ref|YP_778750.1| MAYPFQMGLQDATSPIMEELTHFHDHTLMIVFLISSLVLYIISTMLTTKL 50 gi|115494835|ref|YP_778737.1| MAYPFQMGLQDATSPIMEELTHFHDHTLMIVFLISSLVLYIISTMLTTKL 50 gi|21717327|ref|NP_659340.3| MAYPLQMGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISTMLTTKL 50 gi|159524414|ref|YP_001542732. MAYPFQMGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISTMLTTKL 50 gi|19343520|ref|NP_597984.1| MACPFQMGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISTMLTTKL 50 gi|115494779|ref|YP_778828.1| MAYPLQMGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISLMLTTKL 50 gi|5835013|ref|NP_007072.1|COX MAYPLQMGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISLMLTTKL 50 gi|5834861|ref|NP_006931.1|COX MAYPLQMGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISLMLTTKL 50 gi|153124659|ref|YP_001382262. MAYPFQLGLQDATSPIMEELLHFHDHTLMIVFLISSLVLYIISLMLTTKL 50 gi|11128019|ref|NP_061820.1| -------------------------------------------MGDVEKG 7 . * gi|115494569|ref|YP_778698.1| THTNTMDAQEVETVWTILPAIILIMIALPSLRILYIMDEINNP--SLTVK 98 gi|115494681|ref|YP_778685.1| THTSTMDAQEVETVWTILPAIILIMIALPSLRILYIMDEINNP--SLTVK 98
  • 13. gi|37695534|gb|AAR00312.1| THTSTMDAQEVETVWTILPAIILIMIALPSLRILYIMDEINNP--SLTVK 98 gi|115494821|ref|YP_778750.1| THTSTMDAQEVETVWTILPAIILIMIALPSLRILYIMDEINNP--SLTVK 98 gi|115494835|ref|YP_778737.1| THTCTMDAQEVETVWTILPAIILIMIALPSLRILYIMDEINNP--SLTVK 98 gi|21717327|ref|NP_659340.3| THTNTMDAQEVETVWTILPAIILIMIALPSLRILYMMDEINSP--FLTVK 98 gi|159524414|ref|YP_001542732. THTNTMDAQEVETVWTILPAIILVLIALPSLRILYMMDEINNP--LLTVK 98 gi|19343520|ref|NP_597984.1| THTSTMDAQEVETVWTILPAIILILIALPSLRILYMMDEINNP--SLTVK 98 gi|115494779|ref|YP_778828.1| THTSTMDAQEVETVWTILPAIILILIALPSLRILYMMDEINNP--SLTVK 98 gi|5835013|ref|NP_007072.1|COX THTSTMDAQEVETVWTILPAIILILIALPSLRILYMMDEINNP--SLTVK 98 gi|5834861|ref|NP_006931.1|COX THTSTMDAQEVETVWTILPAIILILIALPSLRILYMMDEINNP--SLTVK 98 gi|153124659|ref|YP_001382262. THTSTMDAQEVQTVWTILPAIILILIALPSLRILYMMDEINNP--SLTVK 98 gi|11128019|ref|NP_061820.1| KKIFIMKCSQCHTVEKGG-----KHKTGPNLHGLFGRKTGQAPGYSYTAA 52 .: *...: .** . : *.*: *: . : * *. gi|115494569|ref|YP_778698.1| TMGHQWYWTYEYTDYEDLSFDSYMIPTQELKPGELRLLEVDNRVVLPMEM 148 gi|115494681|ref|YP_778685.1| TMGHQWYWTYEYTDYEDLSFDSYMIPTQELKPGELRLLEVDNRVVLPMEM 148 gi|37695534|gb|AAR00312.1| TMGHQWYWTYEYTDYEDLSFDSYMIPTQELKPGELRLLEVDNRVVLPMEM 148 gi|115494821|ref|YP_778750.1| TMGHQWYWTYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRVVLPMEM 148 gi|115494835|ref|YP_778737.1| TMGHQWYWTYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRVVLPMEM 148 gi|21717327|ref|NP_659340.3| TMGHQWYWSYEYTDYEDLSFDSYMVPTQELKPGELRLLEVDNRMVLPMEM 148 gi|159524414|ref|YP_001542732. TMGHQWYWSYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRAVLPMEM 148 gi|19343520|ref|NP_597984.1| TMGHQWYWSYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRVVLPVEM 148 gi|115494779|ref|YP_778828.1| TMGHQWYWSYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRVVLPMEM 148 gi|5835013|ref|NP_007072.1|COX TMGHQWYWSYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRVVLPMEM 148 gi|5834861|ref|NP_006931.1|COX TMGHQWYWSYEYTDYEDLNFDSYMIPTQELKPGELRLLEVDNRVVLPMEM 148 gi|153124659|ref|YP_001382262. TMGHQWYWSYEYTDYEDLNFDSYMVPTQELKPGELRLLEVDNRVVLPMEM 148 gi|11128019|ref|NP_061820.1| NKNKGIIWGEDTLMEYLENPKKYIPGTKMIFVGIKKKEERADLIAYLKKA 102 . .: * : . ..*: *: : * : * : . : gi|115494569|ref|YP_778698.1| TVRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE 198 gi|115494681|ref|YP_778685.1| TVRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE 198 gi|37695534|gb|AAR00312.1| TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE 198 gi|115494821|ref|YP_778750.1| TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE 198 gi|115494835|ref|YP_778737.1| TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE 198 gi|21717327|ref|NP_659340.3| TVRMLISSEDVLHSWTVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE 198 gi|159524414|ref|YP_001542732. TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE 198 gi|19343520|ref|NP_597984.1| TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE 198 gi|115494779|ref|YP_778828.1| TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE 198 gi|5835013|ref|NP_007072.1|COX TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE 198 gi|5834861|ref|NP_006931.1|COX TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMTMRPGLYYGQCSE 198 gi|153124659|ref|YP_001382262. TIRMLISSEDVLHSWAVPSLGLKTDAIPGRLNQTTLMAMRPGLYYGQCSE 198 gi|11128019|ref|NP_061820.1| TNE----------------------------------------------- 105 * . gi|115494569|ref|YP_778698.1| ICGSNHSFMPIVIESVPLSCFEKWSASML- 227 gi|115494681|ref|YP_778685.1| ICGSNHSFMPIVIESVPLSCFEKWSASMLQ 228 gi|37695534|gb|AAR00312.1| ICGSNHSFMPIVIESVPLSYFEKWSTSMLQ 228 gi|115494821|ref|YP_778750.1| ICGSNHSFMPIVIESVPLSYFEKWSASMLQ 228 gi|115494835|ref|YP_778737.1| ICGSNHSFMPIVIESVPLSYFEKWSASMLQ 228 gi|21717327|ref|NP_659340.3| ICGSNHSFMPIVLESVPLSYFEKWSASILQ 228 gi|159524414|ref|YP_001542732. ICGSNHSFMPIVLELVPLSYFEKWSASML- 227 gi|19343520|ref|NP_597984.1| ICGSNHSFMPIVLELVPLSYFEEWSASML- 227 gi|115494779|ref|YP_778828.1| ICGSNHSFMPIVLELVPLSHFEKWSTSML- 227 gi|5835013|ref|NP_007072.1|COX ICGSNHSFMPIVLELVPLSHFEKWSTSML- 227 gi|5834861|ref|NP_006931.1|COX ICGSNHSFMPIVLELVPLSHFEKWSTSML- 227 gi|153124659|ref|YP_001382262. ICGSNHSFMPIVLELVPLSHFEKWSASML- 227 gi|11128019|ref|NP_061820.1| ------------------------------
  • 14. Appendix C bibliography Andersen et al. (1998). Population Structure and gene flow of the Atlanstic Walrus (Odobenus rosmarus rosmarus) in the eastern Atlantic Artic based on mitochondiral DNA and microsatellite variation. Molecular Ecology(7), 1323-1336. Castresana J. (2001). Molecular biology and Evolution(18), 465-471. Castresana J. (2001). Cytochrome b Phylogeny and the Taxonomy of Great Apes and Mammals. Molecular biology and Evolution(18), 465-471. Lento et al. (1995). Use of Spectral Anaylsis to test hypotheses on the orign of pinnipeds. Molecular Biology and Evolution(12), 28-52. Lindqvist et al. (2009). The Laptev Sea Walrus Odobenus rosmarus laptevi: an engima revisited. Zoologica Scripta(38), 113-127. Ulfure, A., bodin, K., Gullberg, A., Ledge, C., & Mouchaty, S. (1995). A Molecular View of Pinniped Relationships with Particular Emphasis on the True Seals. Journal of molecular Evolution(40), 78-85.