1 / 41

Sorry, some images removed for web posting, due to concern about copyrights.

Sorry, some images removed for web posting, due to concern about copyrights.

Michelle
Download Presentation

Sorry, some images removed for web posting, due to concern about copyrights.

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript


  1. Sorry, some images removed for web posting, due to concern about copyrights.

  2. ATGTTCTATCCCATTCATTTTGACGTTATTGTTGTTGGAGGAGGTCATGCTGGGACAGAAGCAGCTTTGGCTTCTGCTAGGATGCAATGTAATACGCTTTTGATTACTCATAATATTGATACTCTTGGACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGTAGTATTCTTGAATATCAAAAATTTTTGTTGGTTATTCAAGCGTCAGTAGAAGATTTAATAGTTAGTGGGAACAAGATTGTTGGAGTAATTACTCCAAAATTAGGAATGAAATTTAGTGGTACGTCTGTTGTGTTGACAACCGGAACCTTTCTCAATGGTAAGATTCATATTGGGATGAATAATTTTAGAGGAGGTCGATCTGGAGATTCGGAGTCATCGTCATTGTTATCAGAGCGATTGAAAGAATTGTCTTTTCAGATTAGTCGGTTAAAAACGGGTACTTCTCCTCGTGTGCATACCAAAGGGATAAATTTTGGTTCTTTACGTGCACAATATAGTGATGATCCCATTCCTGTGTTTTCATTTATAGGATCTACAAAACTACATCCTACGCAGGTGCCTTGTTATATTACCCATACTAATAACAAAACACATGAAATAGTTAGATCAAATTTATATCAGAGTCCTATGTATACAGGTTTAATAAAAGGAATAGCACCTCGGTATTGTCCATCTATAGAAGACAAAATAACTCGTTTTTCAGATCGTAATGCTCATCAAATTTTTTTAGAACCTGAAGGTTTGACAACACCTGAAGTATATCTTAATGGTATTTCTACTAGCTTACCTTTTTGTGTACAAATGCAAATGATTAAATCAATTCAGGGATTAGAGAATGCTTGTATAATTAGGCCAGGTTATGCTATTGAATACGATTTTTTTGATCCTCGTGATTTAAAATTAACATTAGAGAGTAAAATTATTTCTGGATTATTTTTTTCTGGTCAAATTAATGGTACTACTGGTTATGAAGAAGCAGCTGCCCAAGGATTATTGGCCGGAATTAATGCAGCTAGGTTTTCCAAAAATAAAGAAGGATGGTACCCTAGAAGAGATCAGGCATATTTAGGGGTGCTTGTAGATGATCTCTGTACACATGGAACAGAAGAACCTTATCGTATGTTTACTTCGCGTGCTGAATATCGTCTGTCTTTACGTGAGGATAATGCTGATTTAAGATTAACTGAAATCGCGCGACAGTTAGGTTTGATAGATGAGTCACGGTGGAAAGCTTTTTGTTGCAAAAAAGAAAACATTGAAAAAGAACGTCAGAGATTACGTAATACTTATATTTTCCCGTATAGCTCAGATGTTGCACAATTAAATAATTTTCTTAAAACACCTTTAACACATGAAACAAATGGCGAAGATCTTTTGAGAAGGCCAGAAATTAATTATAAAAAGTTATCTCAACTAAGTACTTTTAGTCCATCTATATTGGATCGTCAAGTATTCGAGCAAATTGAAATTCAAATAAAATATGAAGGTTATATTCGTCATCAACAAGAAGAAATAAAGAGACATATTTATAATGAAAATACATTGTTACCGACTGATATAGATTTCAATATTGTTTCTGGATTATCTCAGGAGGTCATTGACAAACTCAATAATTATAAACCTTATTCTATTGGGCAGGCTTCTCGCATTTCTGGTATCACTCCTGCGGCTATTTCTAATTTATTGGTTTGGTTAAAAAAACAAGGTTTGTTAGAGCATAATACATGCTAATCTGTTGAATAATGTATTTTCTATTAATCAAGGTATTATTTAATTTCCTATATAGGGTGTTTGTGATTGTTACAATATGGAGAGAGTTGATCGTGTAGAAAACCGGTATATTTATGTCTTTTCCAATAATAATTTTATAGAAATAATAATAGTAATTAGATTATTATTTTAATGGGTTTGTTATGTATGGCATTATTTTTAATATTATACGGTTGTTTATACGTATCTAAATTTGCGCTTTGAATTTTTTTGAAAATAGGATTATACTGAACTTTTAGTTGTATACAAGTGTATTATTTCATATTTTTGAATAAATATACGTGCTGTACTAATGGTTATTAATTACAAGATAAATTACTTGTCGACCGAACTATAGTTCGGTCGTGTGTTTGTTTCTGTAAGTTGTAACATATTATGTGAAATTTACTAATTAATTCATAGTGTCATTTTAATTCTCTTTTATTGCATTAGTATATGGTTGTGTAAAAAGAGAGAGAGTGTTCTTGTTATTTTCTATTAGTACTAATTTTTTAAAAGTTGATGCAGGCACTGTCGTTCTTTTCGGATACAACATCATTGTAAGTTATATATAAAAATGATTTAGAATTTCGACATGTTAGTGACAAGTTGTATATCGAGGTTGTAATGTTGTATTATACAAGAACATTGTAAAATATTTATAGTATATTGCAGCCAATATTTTTTGAAAGGTGGTTTATGTCAGGAATCAAAGGCACTTCCCAAGAATATATTGGACATCATTTATATCATCTGCAATTTGATTTAAGTACTTTTTCGTTAGTGAGCTCGGAGAATACTTCTTCATTCTGGGTATTAAATGTAGATTCGATGTTTTTTTCAATATTATTGGCTACTTTATTTTTATTAATTTTCGGTCGTTTGGCTACAGTGGCAACTTATGCGGTTCCCACAAAACTGCAAGTGTTTATTGAGTTAGTAATATTGTTTATTGATAGCAATGTAAAAGATATGTTTCATGGTAAAAATAAACTAATTGCGCCATTATCTATGACGGTTTTTGTTTGGATTTTTTTAATGAATACCATGGATTTATTTCCCATAGATTTATTTCCTGCTATAGCTAAATTGTTAGGATTACCTGCTTTACGTGTTGTGCCGTCTGCCGATGTGAATATCACTTCTTCGCTAGCTTTAAATGTATTTGTACTTGTTATGTACTACAATATTTACGTTAATGGCGTTCATGGTTTTATTAAAGGACTGATGTATCATCCATTTAATCATCCAACATGTATTCCTATTAATTTTATTATTGAAGTTGTTAGTTTGTTATCTAAACCAGTATCACTTAGTCTTAGATTATTTGGCAATATGTATTCTGGTGAGTTGATTTTTATTTTGATATCTGGTTTATTACCATGGTGGGGACAATGGGTTTTAAATTTACCATGGGCTATTTTTCATATTTTAGTCGTTACATTACAGGCTTTTATTTTTATGGTTTTAACGGTGATTTATTTATCTACAGCCCATGACTCCTGTTAAAATGAATCATGTAATACAGAAGATTGCAGAGAGGTTATTATGGAACATTTAAATTTTGATATGTTATATATTGCTGCAGCAATAATGATGGGATTAGCAGCAATTGGAGCGGCTATCGGTATTGGCATCTTAGGTAGTAAATTTTTAGAGGGGGCTGCACGTCAACCAGATCTCATTCCGATCCTTCGAACTCAGTTTTTTATTGTTATGGGATTGGTTGATGCAATACCAATGATTACTGTAGGTCTTGGTTTGTATGTGATGTTTTCTGCGGTTTAACAATGAAAATTAATTGCATGTATTTATTATATTGATTATTAAATATCAGGATTTGCGCTGTGAATCTTAATGCAACAATATTAGGTCAAACTATTTCATTTGTTTTGTTTGTTTGGTTTTGTATGAAGTATGTGTGGTATCCATTTATATCTATTATTGAGAAACGCCAAAAAGAAATTTCTGATAATTTAGTTTCTGCTACTCATGCCAAAACAGAATCTGAGCGTGTCAATGCTGAAGCTTTGCTTTGTTTGAGACAGGCTCGGGTCAAAGCTCAAGAAATTATAAAACAAGCAAATAAATGTAAAATGCAAATAATTAATGAAGCTAAACATGAAGCTGAAAAGGAGCAAAGTAGAATTTTATCTCAAGCGCGAGAACAGATTATTTATGAAAGAAAACGTGTTACTGACGAATTAAGAAAGCAAATTAGCGAACTTGTAATTGAGGGTACAGAGAAAGTTATAGAACATTCTATAAATGAAATGATTGATATAGATCTTTTAAATAATATTATTAATACGTTGTCATATAAGGATTAGATGTCTAGTATGCTTGTGGTTGCGCGTACGTATGCTCAAGCTATATTTGATATAGCTGTAGAACAGAAAAATATAAACAAGTGGAAATCAGTTCTTGATTTATTTTCTGAGATTAGTCTAAATAGACTAGTACAATCTTTATTTTTTAGATGTTTAGAACCAAAAAGATTGTCAGATATATTTATTGCTATTTGTGAAGATTACCAAAAGAAACAAGTTGATACCTTCAGTAAAAATATAATCTATATTATGGCGGAAAATAATCGTTTATTATTATTACCAATTGTATTTAAAGAGTTTACTTATTTATGTTCTATATATGTTCATACTGTAGAAATAGAAATTATCTCTGCTTGGCCTTTGAAGTATAATCAGCTGAAAAAAATTACTGATATAATGGCTAAACGTTTATCTAAAACAGTGAATCCAGTACACAAAGTAGATAAAGATATATTGGCTGGTGTAATTATTCGTATTGGAGATACTGTGATTGATGGAAGTATACGTGGACGTATTTTTCGCTTAAATCACGTACTACAATCTTAATATTTTAACAGTAGTTAAAAGGTATAAACAAAAGATTATGCAATTAAATTCAAATGAAATTTCAGATAATGGAGAAGTTATTATTAATGATTTAAAGTTATTTTATAATAAAGCTAGACAAACTAAAATTACAGAAGAACTTACAGAAATTGTTTCAGGAGCTTCTGTAATATAAACTTAAAAGATAGTTAGAGGTATAATTAATATGAGTTCTGGAAAAATTGTCCAGGTTATTGGAGCGGTGGTTGATGTTGCGTTCAATCAAGATGTGGTACCGACTGTATACCATGCACTTGAGGTGTAATACTTATATTTTCCCGTATAGCTCAGATGTTGCACAATTAAATAATTTTCTTAAAACACCTTTAACACATGAAACAAATGGCGAAGATCTTTTGAGAAGGCCAGAAATTAATTATAAAAAGTTATCTCAACTAAGTACTTTTAGTCCATCTATATTGGATCGTCAAGTATTCGAGCAAATTGAAATTCAAATAAAATATGAAGGTTATATTCGTCATCAACAAGAAGAAATAAAGAGACATATTTATAATGAAAATACATTGTTACCGACTGATATAGATTTCAATATTGTTTCTGGATTATCTCAGGAGGTCATTGACAAACTCAATAATTATAAACCTTATTCTATTGGGCAGGCTTCTCGCATTTCTGGTATCACTCCTGCGGCTATTTCTAATTTATTGGTTTGGTTAAAAAAACAAGGTTTGTTAGAGCATAATACATGCTAATCTGTTGAATAATGTATTTTCTATTAATCAAGGTATTATTTAATTTCCTATATAGGGTGTTTGTGATTGTTACAATATGGAGAGAGTTGATCGTGTAGAAAACCGGTATATTTATGTCTTTTCCAATAATAATTTTATAGAAATAATAATAGTAATTAGATTATTATTTTAATGGGTTTGTTATGTATGGCATTATTTTTAATATTATACGGTTGTTTATACGTATCTAAATTTGCGCTTTGAATTTTTTTGAAAATAGGATTATACTGAACTTTTAGTTGTATACAAGTGTATTATTTCATATTTTTGAATAAATATACGTGCTGTACTAATGGTTATTAATTACAAGATAAATTACTTGTCGACCGAACTATAGTTCGGTCGTGTGTTTGTTTCTGTAAGTTGTAACATATTATGTGAAATTTACTAATTAATTCATAGTGTCATTTTAATTCTCTTTTATTGCATTAGTATATGGTTGTGTAAAAAGAGAGAGAGTGTTCTTGTTATTTTCTATTAGTACTAATTTTTTAAAAGTTGATGCAGGCACTGTCGTTCTTTTCGGATACAACATCATTGTAAGTTATATATAAAAATGATTTAGAATTTCGACATGTTAGTGACAAGTTGTATATCGAGGTTGTAATGTTGTATTATACAAGAACATTGTAAAATATTTATAGTATATTGCAGCCAATATTTTTTGAAAGGTGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGTAGTATTCTTGAATATCAAAAATTTTTGTTGGTTATTCAAGCGTCAGTAGAAGATTTAATAGTTAGTGGGAACAAGATTGTTGGAGTAATTACTCCAAAATTAGGAATGAAATTTAGTGGTACGTCTGTTGTGTTGACAACCGGAACCTTTCTCAATGGTAAGATTCATATTGGGATGAATAATTTTAGAGGAGGTCGATCTGGAGATTCGGAGTCATCGTCATTGTTATCAGAGCGATTGAAAGAATTGTCTTTTCAGATTAGTCGGTTAAAAACGGGTACTTCTCCTCGTGTGCATACCAAAGGGATAAATTTTGGTTCTTTACGTGCACAATATAGTGATGATCCCATTCCTGTGTTTTCATTTATAGGATCTACAAAACTACATCCTACGCAGGTGCCTATGTTCTATCCCATTCATTTTGACGTTATTGTTGTTGGAGGAGGTCATGCTGGGACAGAAGCAGCTTTGGCTTCTGCTAGGATGCAATGTAATACGCTTTTGATTACTCATAATATTGATACTCTTGGACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGTAGTATTCTTGAATATCAAAAATTTTTGTTGGTTATTCAAGCGTCAGTAGAAGATTTAATAGTTAGTGGGAACAAGATTGTTGGAGTAATTACTCCAAAATTAGGAATGAAATTTAGTGGTACGTCTGTTGTGTTGACAACCGGAACCTTTCTCAATGGTAAGATTCATATTGGGATGAATAATTTTAGAGGAGGTCGATCTGGAGATTCGGAGTCATCGTCATTGTTATCAGAGCGATTGAAAGAATTGTCTTTTCAGATTAGTCGGTTAAAAACGGGTACTTCTCCTCGTGTGCATACCAAAGGGATAAATTTTGGTTCTTTACGTGCACAATATAGTGATGATCCCATTCCTGTGTTTTCATTTATAGGATCTACAAAACTACATCCTACGCAGGTGCCTTGTTATATTACCCATACTAATAACAAAACACATGAAATAGTTAGATCAAATTTATATCAGAGTCCTATGTATACAGGTTTAATAAAAGGAATAGCACCTCGGTATTGTCCATCTATAGAAGACAAAATAACTCGTTTTTCAGATCGTAATGCTCATCAAATTTTTTTAGAACCTGAAGGTTTGACAACACCTGAAGTATATCTTAATGGTATTTCTACTAGCTTACCTTTTTGTGTACAAATGCAAATGATTAAATCAATTCAGGGATTAGAGAATGCTTGTATAATTAGGCCAGGTTATGCTATTGAATACGATTTTTTTGATCCTCGTGATTTAAAATTAACATTAGAGAGTAAAATTATTTCTGGATTATTTTTTTCTGGTCAAATTAATGGTACTACTGGTTATGAAGAAGCAGCTGCCCAAGGATTATTGGCCGGAATTAATGCAGCTAGGTTTTCCAAAAATAAAGAAGGATGGTACCCTAGAAGAGATCAGGCATATTTAGGGGTGCTTGTAGATGATCTCTGTACACATGGAACAGAAGAACCTTATCGTATGTTTACTTCGCGTGCTGAATATCGTCTGTCTTTACGTGAGGATAATGCTGATTTAAGATTAACTGAAATCGCGCGACAGTTAGGTTTGATAGATGAGTCACGGTGGAAAGCTTTTTGTTGCAAAAAAGAAAACATTGAAAAAGAACGTCAGAGATTACGTAATACTTATATTTTCCCGTATAGCTCAGATGTTGCACAATTAAATAATTTTCTTAAAACACCTTTAACACATGAAACAAATGGCGAAGATCTTTTGAGAAGGCCAGAAATTAATTATAAAAAGTTATCTCAACTAAGTACTTTTAGTCCATCTATATTGGATCGTCAAGTATTCGAGCAAATTGAAATTCAAATAAAATATGAAGGTTATATTCGTCATCAACAAGAAGAAATAAAGAGACATATTTATAATGAAAATACATTGTTACCGACTGATATAGATTTCAATATTGTTTCTGGATTATCTCAGGAGGTCATTGACAAACTCAATAATTATAAACCTTATTCTATTGGGCAGGCTTCTCGCATTTCTGGTATCACTCCTGCGGCTATTTCTAATTTATTGGTTTGGTTAAAAAAACAAGGTTTGTTAGAGCATAATACATGCTAATCTGTTGAATAATGTATTTTCTATTAATCAAGGTATTATTTAATTTCCTATATAGGGTGTTTGTGATTGTTACAATATGGAGAGAGTTGATCGTGTAGAAAACCGGTATATTTATGTCTTTTCCAATAATAATTTTATAGAAATAATAATAGTAATTAGATTATTATTTTAATGGGTTTGTTATGTATGGCATTATTTTTAATATTATACGGTTGTTTATACGTATCTAAATTTGCGCTTTGAATTTTTTTGAAAATAGGATTATACTGAACTTTTAGTTGTATACAAGTGTATTATTTCATATTTTTGAATAAATATACGTGCTGTACTAATGGTTATTAATTACAAGATAAATTACTTGTCGACCGAACTATAGTTCGGTCGTGTGTTTGTTTCTGTAAGTTGTAACATATTATGTGAAATTTACTAATTAATTCATAGTGTCATTTTAATTCTCTTTTATTGCATTAGTATATGGTTGTGTAAAAAGAGAGAGAGTGTTCTTGTTATTTTCTATTAGTACTAATTTTTTAAAAGTTGATGCAGGCACTGTCGTTCTTTTCGGATACAACATCATTGTAAGTTATATATAAAAATGATTTAGAATTTCGACATGTTAGTGACAAGTTGTATATCGAGGTTGTAATGTTGTATTATACAAGAACATTGTAAAATATTTATAGTATATTGCAGCCAATATTTTTTGAAAGGTGGTTTATGTCAGGAATCAAAGGCACTTCCCAAGAATATATTGGACATCATTTATATCATCTGCAATTTGATTTAAGTACTTTTTCGTTAGTGAGCTCGGAGAATACTTCTTCATTCTGGGTATTAAATGTAGATTCGATGTTTTTTTCAATATTATTGGCTACTTTATTTTTATTAATTTTCGGTCGTTTGGCTACAGTGGCAACTTATGCGGTTCCCACAAAACTGCAAGTGTTTATTGAGTTAGTAATATTGTTTATTGATAGCAATGTAAAAGATATGTTTCATGGTAAAAATAAACTAATTGCGCCATTATCTATGACGGTTTTTGTTTGGATTTTTTTAATGAATACCATGGATTTATTTCCCATAGATTTATTTCCTGCTATAGCTAAATTGTTAGGATTACCTGCTTTACGTGTTGTGCCGTCTGCCGATGTGAATATCACTTCTTCGCTAGCTTTAAATGTATTTGTACTTGTTATGTACTACAATATTTACGTTAATGGCGTTCATGGTTTTATTAAAGGACTGATGTATCATCCATTTAATCATCCAACATGTATTCCTATTAATTTTATTATTGAAGTTGTTAGTTTGTTATCTAAACCAGTATCACTTAGTCTTAGATTATTTGGCAATATGTATTCTGGTGAGTTGATTTTTATTTTGATATCTGGTTTATTACCATGGTGGGGACAATGGGTTTTAAATTTACCATGGGCTATTTTTCATATTTTAGTCGTTACATTACAGGCTTTTATTTTTATGGTTTTAACGGTGATTTATTTATCTACAGCCCATGACTCCTGTTAAAATGAATCATGTAATACAGAAGATTGCAGAGAGGTTATTATGGAACATTTAAATTTTGATATGTTATATATTGCTGCAGCAATAATGATGGGATTAGCAGCAATTGGAGCGGCTATCGGTATTGGCATCTTAGGTAGTAAATTTTTAGAGGGGGCTGCACGTCAACCAGATCTCATTCCGATCCTTCGAACTCAGTTTTTTATTGTTATGGGATTGGTTGATGCAATACCAATGATTACTGTAGGTCTTGGTTTGTATGTGATGTTTTCTGCGGTTTAACAATGAAAATTAATTGCATGTATTTATTATATTGATTATTAAATATCAGGATTTGCGCTGTGAATCTTAATGCAACAATATTAGGTCAAACTATTTCATTTGTTTTGTTTGTTTGGTTTTGTATGAAGTATGTGTGGTATCCATTTATATCTATTATTGAGAAACGCCAAAAAGAAATTTCTGATAATTTAGTTTCTGCTACTCATGCCAAAACAGAATCTGAGCGTGTCAATGCTGAAGCTTTGCTTTGTTTGAGACAGGCTCGGGTCAAAGCTCAAGAAATTATAAAACAAGCAAATAAATGTAAAATGCAAATAATTAATGAAGCTAAACATGAAGCTGAAAAGGAGCAAAGTAGAATTTTATCTCAAGCGCGAGAACAGATTATTTATGAAAGAAAACGTGTTACTGACGAATTAAGAAAGCAAATTAGCGAACTTGTAATTGAGGGTACAGAGAAAGTTATAGAACATTCTATAAATGAAATGATTGATATAGATCTTTTAAATAATATTATTAATACGTTGTCATATAAGGATTAGATGTCTAGTATGCTTGTGGTTGCGCGTACGTATGCTCAAGCTATATTTGATATAGCTGTAGAACAGAAAAATATAAACAAGTGGAAATCAGTTCTTGATTTATTTTCTGAGATTAGTCTAAATAGACTAGTACAATCTTTATTTTTTAGATGTTTAGAACCAAAAAGATTGTCAGATATATTTATTGCTATTTGTGAAGATTACCAAAAGAAACAAGTTGATACCTTCAGTAAAAATATAATCTATATTATGGCGGAAAATAATCGTTTATTATTATTACCAATTGTATTTAAAGAGTTTACTTATTTATGTTCTATATATGTTCATACTGTAGAAATAGAAATTATCTCTGCTTGGCCTTTGAAGTATAATCAGCTGAAAAAAATTACTGATATAATGGCTAAACGTTTATCTAAAACAGTGAATCCAGTACACAAAGTAGATAAAGATATATTGGCTGGTGTAATTATTCGTATTGGAGATACTGTGATTGATGGAAGTATACGTGGACGTATTTTTCGCTTAAATCACGTACTACAATCTTAATATTTTAACAGTAGTTAAAAGGTATAAACAAAAGATTATGCAATTAAATTCAAATGAAATTTCAGATAATGGAGAAGTTATTATTAATGATTTAAAGTTATTTTATAATAAAGCTAGACAAACTAAAATTACAGAAGAACTTACAGAAATTGTTTCAGGAGCTTCTGTAATATAAACTTAAAAGATAGTTAGAGGTATAATTAATATGAGTTCTGGAAAAATTGTCCAGGTTATTGGAGCGGTGGTTGATGTTGCGTTCAATCAAGATGTGGTACCGACTGTATACCATGCACTTGAGGTGTAATACTTATATTTTCCCGTATAGCTCAGATGTTGCACAATTAAATAATTTTCTTAAAACACCTTTAACACATGAAACAAATGGCGAAGATCTTTTGAGAAGGCCAGAAATTAATTATAAAAAGTTATCTCAACTAAGTACTTTTAGTCCATCTATATTGGATCGTCAAGTATTCGAGCAAATTGAAATTCAAATAAAATATGAAGGTTATATTCGTCATCAACAAGAAGAAATAAAGAGACATATTTATAATGAAAATACATTGTTACCGACTGATATAGATTTCAATATTGTTTCTGGATTATCTCAGGAGGTCATTGACAAACTCAATAATTATAAACCTTATTCTATTGGGCAGGCTTCTCGCATTTCTGGTATCACTCCTGCGGCTATTTCTAATTTATTGGTTTGGTTAAAAAAACAAGGTTTGTTAGAGCATAATACATGCTAATCTGTTGAATAATGTATTTTCTATTAATCAAGGTATTATTTAATTTCCTATATAGGGTGTTTGTGATTGTTACAATATGGAGAGAGTTGATCGTGTAGAAAACCGGTATATTTATGTCTTTTCCAATAATAATTTTATAGAAATAATAATAGTAATTAGATTATTATTTTAATGGGTTTGTTATGTATGGCATTATTTTTAATATTATACGGTTGTTTATACGTATCTAAATTTGCGCTTTGAATTTTTTTGAAAATAGGATTATACTGAACTTTTAGTTGTATACAAGTGTATTATTTCATATTTTTGAATAAATATACGTGCTGTACTAATGGTTATTAATTACAAGATAAATTACTTGTCGACCGAACTATAGTTCGGTCGTGTGTTTGTTTCTGTAAGTTGTAACATATTATGTGAAATTTACTAATTAATTCATAGTGTCATTTTAATTCTCTTTTATTGCATTAGTATATGGTTGTGTAAAAAGAGAGAGAGTGTTCTTGTTATTTTCTATTAGTACTAATTTTTTAAAAGTTGATGCAGGCACTGTCGTTCTTTTCGGATACAACATCATTGTAAGTTATATATAAAAATGATTTAGAATTTCGACATGTTAGTGACAAGTTGTATATCGAGGTTGTAATGTTGTATTATACAAGAACATTGTAAAATATTTATAGTATATTGCAGCCAATATTTTTTGAAAGGTGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGTAGTATTCTTGAATATCAAAAATTTTTGTTGGTTATTCAAGCGTCAGTAGAAGATTTAATAGTTAGTGGGAACAAGATTGTTGGAGTAATTACTCCAAAATTAGGAATGAAATTTAGTGGTACGTCTGTTGTGTTGACAACCGGAACCTTTCTCAATGGTAAGATTCATATTGGGATGAATAATTTTAGAGGAGGTCGATCTGGAGATTCGGAGTCATCGTCATTGTTATCAGAGCGATTGAAAGAATTGTCTTTTCAGATTAGTCGGTTAAAAACGGGTACTTCTCCTCGTGTGCATACCAAAGGGATAAATTTTGGTTCTTTACGTGCACAATATAGTGATGATCCCATTCCTGTGTTTTCATTTATAGGATCTACAAAACTACATCCTACGCAGGTGCCT DNA sequencing What, When, Why? How? Who and Where? DNA detective

  3. Bioinformatics ACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAG PCR DNA extraction Insect identification ? DNA sequencing Gel electrophoresis ACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGTAGTATTCTTGAATATCAAAAATTTTTGTTGGTTATTCA

  4. WHAT types of biological insights can DNA sequence data provide? • WHEN and WHY would we want to obtain this detailed information? • HOW is DNA sequencing actually performed? • WHO conducts DNA sequencing,and WHERE?

  5. DNA sequence of a particular gene ACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGTAGTATTCTTGAATATCAAAAATTTTTGTTGGTTATTCAAGCGTCAGTAGAAGATTTAATAGTTAGTGGGAACAAGATTGTTGGAGTAATTACTCCAAAATTAGGAATGAAATTTAGTGGTACGTCTGTTGTGTTGACAACCGGAACCTTTCTCAATGGTAAGATTCATATTGGGATGAATAATTTTAGAGGAGGTCGATCTGGAGATTCGGAGTCATCGTCATTGTTATCAGAGCGATTGAAAGAATTGTCTTTTCAGATTAGTCGGTTAAAAACGGGTACTTCTCCTCGTGTGCATACCAAA DNA sequencing What good is it? What questions about this organism can DNA data help us to address?

  6. How is this organism related to other species? K ? C A H F I J D B E G

  7. DNA sequences provide characters that are: • Numerous, discrete characters (A, T, C, G) • Directly comparable across species • Unlikely to change due to culture conditions • Can be sampled without ever culturing (important for endosymbionts!) Molecular phylogenetics: Inference of evolutionary relationships based on molecular data ACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGTGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGTACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGTCAATACGCGTGCTCAGGCAGATAAAATATTA

  8. Ribosomal RNA (rRNA) • Ideal gene for phylogenetic studies because it : • is an essential gene that is present in all organisms. • is a common target for sequencing studies; large database for comparisons. • contains sites that are relatively conserved (stems) and sites that are more free to vary (loops). Molecular Phylogenetics Step 1. Select a DNA region that is homologous, or similar across species due to common ancestry. Secondary structure of 16S rRNA in E. coli

  9. ACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGTACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGT PCR Sequence the PCR product ACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGT ACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGGTFTGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGT ACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATTTAGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGT 2. Amplify andSequence this region across isolates….

  10. Good alignment. Species “I” has probably experienced a deletion event at position #6 or #7. Poor alignment Implies that species “I” is divergent from the others, but this is not the case. 3. Sequence alignment is crucial for inferring how DNA sites have changed.

  11. 4. Estimate relationships based on extent of DNA similarity. At variable DNA positions, related groups will tend to share the same nucleotide. The sheer number of characters is helpful to distinguish the ‘phylogenetic signal’ from noise. ATGTTGGCAGTCCGATGTAAGC ATGTTGGCAGTCCGATGTAAGC ATGTTGGCAGTCCGATGTAACC ACGGTAGCAGTCTGATGTATCC ACGGTAGCAGTCTGATGTATCC ACGGTAGCAGTCTGATGTATCC CTGCTGGTAGTCGTTTGTAACC CTGCTGGTAGTCGTTTGTAACC CTGCTGGCAGTCGGTTGTAACC ATGCTGGCAGTCGGGTGTAACC Molecular phylogeny of taxa A-I. ATGGTGGCAGTCGGGTGTCACC Colored letters = different from top sequence (taxon G)

  12. Example: Molecular phylogenies have revealed unexpected features of bacterial evolution. For instance, an endosymbiotic lifestyle has evolved several times independently. Moran and Wernegreen (2000)

  13. “Blast” sequence to Genbank Blast output: Lists sequences that are most similar to yours GENBANK = NIH genetic database with all publicly available DNA sequences. As of 2004: > 44 billion bp, and > 40 million sequences How does this organism fit into the world of available sequence data? ACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGT PCR Sequence the PCR product

  14. ? “Blast” sequence to Genbank YES!! Blast results: Wolbachia sp. 1 Wolbachia sp. 2 Wolbachia sp. 3 …. Is the bacterium inside this insect really Wolbachia? ACAGATGTCTTGTAATCCGGCCGTTGGTGGCATAGGGAAAGGACATTTAGTGAAAGAAATTGATGCGATGGGTGGATCGATGGCTTATGCTATCGATCAATCAGGAATTCAATTTAGAGTACTTAATAGTAGCAAAGGAGCTGCTGTTAGAGCAACACGTGCTCAGGCAGATAAAATATTATATCGTCAAGCAATACGT PCR and sequence a gene of interest (e.g., 16S rDNA)

  15. WHAT types of biological insights can DNA sequence data can provide? • WHEN and WHY would we want to obtain this detailed information? • HOW is DNA sequencing actually performed? • WHO conducts DNA sequencing, and WHERE?

  16. Fred Sanger The elegant idea behind DNA sequencing Technology changes quickly, but for many years we’ve on Sanger’s cool trick. In the 1970’s, Sanger’s group discovered a fundamentally new method of 'reading' the linear DNA sequence using special bases called chain terminators. This method is still in use today. What is the basis of Sanger’s method? Shared with Walter Gilbert and Paul Berg

  17. •  Deoxynucleotides (dNTPs) are the building blocks of DNA. • dNTPs are held together by phosophodiester bonds, which comprise the backbone of the DNA chain. Figures in this and subsequent slides from Hartl and Jones, Essential Genetics, 1999 [removed here]

  18. • DNA is replicated 5’ to 3’. • The addition of a new deoxynucleotide in DNA synthesis depends on the presence of that 3’-OH.

  19. Dideoxynucleotides (ddNTPs) are missing that critical 3’-OH end. When incorporated into DNA chain, they terminate chain elongation because a phosphodiester bond with the next deoxynucleotide cannot be formed. = chain termination

  20. Fascinating. Now how do we actually sequence ??

  21. PCR DNA extraction Insect identification ? PCR products Gel electrophoresis

  22. On to sequencing…. clean PCR product + water DNA Sequencing: Step 1: Purify template (the DNA to be sequenced) PCR clean-up Amplified DNA + used Taq + extra primer and dNTPs + salts from PCR buffer, etc….

  23. Step 2: Set up cycle sequencing reaction DNA PRIMER DIDEOXYNUCLEOTIDES NUCLEOTIDES TEMPLATE DNA (e.g., YOUR PCR PRODUCT)

  24. Today, nearly all sequencing is Fluorescence-based, and uses chain terminators that are labeled with different dyes. The dyes are “spectrally distinct,” and each has a different emission wavelength.

  25. denaturation Product extension Primer annealing Step 3: Perform cycle sequencing in PCR machine Reaction steps seems a lot like PCR, but not quite…

  26. Go to: http://www.dnalc.org/ddnalc/resources/animations.html >> Cycle sequencing

  27. Use of capillaries filled with a matrix for higher through-put of sequencing reactions. e.g. ABI 3730

  28. In sum: From PCR to sequence data 2. Set up sequencing reaction 1. Purify PCR product 3. Perform cycle sequencing 5. Read order of terminators (DNA sequence) 4. Resolve sequence fragments

  29. Quality of sequence data may vary, depending on: • Purity and concentration of template DNA • Presence of extra PCR bands (artifacts) • Quality of dye-terminators, electrophoresis matrix, and other reagents Ideally, look at chromatograms and convince yourself that base calls are robust.

  30. PCR PRODUCT of 1,200 bp Sequence read #1 Sequence read #2 Sequence read #3 DNA sequence assembly: Combining sequence reads to build the entire sequence of the template DNA • Sequence “reads” typically range from 500-800 bp. Often the total DNA fragment is much longer. • Regions of overlap among sequence reads: • Let us piece together the linear “puzzle” of the template DNA sequence. • Often confirm base calls and improve overall add data quality.

  31. The “next generation” is here.

  32. + PCR Reagents + Emulsion Oil Create “Water-in-oil” emulsion Link DNA fragments to beads (one fragment per bead) Isolate DNA-containing beads Perform emulsion PCR Steps in “next-generation” sequencing A B Attach adaptors (A and B) to ends of DNA fragments • This generates millions of clonally amplified (identical) DNA fragments on each bead

  33. 44 um Load Enzyme Beads Load DNA beads One bead per well PicoTiterPlate(a fancy microtiter plate with >400,000 wells) ~400 wells per sq. millimeter

  34. Pyrosequencing - Sequence by synthesis, not electrophoresis. Peaks in pyrogram reflect nucleotide sequence =pyrophosphate = pyrophosphate dNTP’s are added one at a time to the reaction. Incorporation of one (or more) nucleotide(s) that are complementary to the template results in a chemiluminescent signal, which is recorded by a camera and reflected as a peak in a ‘pyrogram.’ ~500 MB on one plate, in just a few hours.

  35. WHAT types of biological insights can DNA sequence data can provide? • WHEN and WHY would we want to get this detailed information? • HOW is DNA sequencing actually performed? • WHO conducts DNA sequencing and has access to the data? WHERE is sequencing performed? How might these things change in the future?

  36. Major sequencing centers have facilities to sequence multiple full genomes each year • Due to genomic research over the past decade, DNA sequencing has become: • Increasingly automated • Higher-throughput • Less $$ per reaction • And (good news) more accessible to researchers and educators

  37. Possible avenues for DNA sequencing: Many public universities to have DNA sequencing facilities in house. Such facilities are usually able to run small numbers of reactions for a cost of ~$10-15 per reaction, but often much less for “internal users” with ties to the university. Ideal situation: Team up with faculty at your local university to act as facilitators. • Even if DNA sequencing not an option for classroom labs, important to discuss: • how DNA sequencing is performed, • how data is evaluated, • ethical issues surrounding its interpretation and use.

  38. Ethical issues involving DNA sequencing Truro: A tranquil Cape community shaken by the murder of a young woman in January 2002

  39. Should police have requested DNA of every man in Truro??

  40. Should scientists attempt to clone the now-extinct Thylacine to revive this species?? (The technology will be there eventually.) Thylacine pup preserved in alcohol in 1866. Its cells could be used for cloning. By chance this Thylacine was stored in a jar of alcohol rather than formalin, which would have destroyed the DNA.

  41. Take-home messages • WHAT, WHEN and WHY? DNA data provides new insights into evolutionary relationships, including closest matches in vast public databases. • HOW? Though technology changes rapidly, chain termination, developed in the 1970’s, remains central to much DNA sequencing. However, much faster and cheaper approaches are gradually replacing these methods. • WHO and WHERE? Increasingly accessible, DNA sequencing is already woven into the fabric of health and legal systems. Evaluating DNA evidence is key in debates of ethics and policies surrounding medical care, individual privacy, and conservation of biodiversity.

More Related