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Microarrays. Lawrence Berkeley National Lab Center for Environmental Biotechnology Todd DeSantis, Sonya Murray, Jordan Moberg, Gary Andersen. The ponderings of a pre-schooler. Why can’t I watch Shrek 3 times per day?. Will the swings be wet at the park?.
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Microarrays Lawrence Berkeley National Lab Center for Environmental Biotechnology Todd DeSantis, Sonya Murray, Jordan Moberg, Gary Andersen
The ponderings of a pre-schooler Why can’t I watch Shrek 3 times per day? Will the swings be wet at the park? How will this lactose impact the diversity in my lower G.I. bacterial community? Will I inhale any archaeal microorganisms when I visit the hot springs? Microarrays can help answer these types of questions. Will I be as bald as my Dad? Vincent DeSantis
What can they do? • Determine if a particular biological macromolecule is in a complex sample. • Examples of biological macromolecules: • Microarrays can also quantify the abundance.
One-of-a-kind foot • Molecule of interest is identified by some unique feature. • Cinderella is identified by her unique foot. • The foot is the “target” to be sought. • If her foot was common to all women, then would her foot be useful target? • Unique molecular features (targets). • DNA or RNA sequence of ACGT(U) • Proteins AA, Epitopes • Lipids ? • Carbohydrates branch structure
Need a perfect slipper • Molecule of interest (target) must capture, or be captured by, a second molecule (probe). • Many feet had to be evaluated by an easy test. • The specific, not common, glass slipper was used as the test (probe). • Unique molecular probes. • DNA or RNA DNA or RNA (Oligo nt). • Proteins Proteins (Antibodies) • Lipids ? • Carbohydrates ? • My focus: DNA targets probed with complementary DNA
DNA Pairing Fundamentals • Adenine (A) pairs with Thymine (T) • Cytosine (C) pairs with Guanine (G) • The two DNA strands are held together by _______ bonds • “Complimentary Strands”
Example application • Do Diabetic patients have lower glycogen synthase levels compared to healthy individuals? • Analyze RNA, determine specific target • 5’...UAUUAGCGCUCGAUCGCUUAGUACAGCGAGGAAAAGUCCGAUAGUAC...3’ • Synthesize DNA probe • 3’ ATCATG 5’ • Attach probe to a surface. • Nylon sheet • Plastic dish • Glass slide • Prepare samples Label all mRNA, expose to probes D+ Extract mRNA from skeletal muscle sample D- • Diabetes 51:1913-1920, 2002Gene Expression Profile in Skeletal Muscle of Type 2 Diabetes and the Effect of Insulin Treatment, Sreekumar, et al.
Hybridization • Notice all mRNA is labeled (florescence) • Non-binding mRNA is washed away • If surface “glows”, then target was captured by probe. • What does it mean if no “glow” is detected? • http://www.affymetrix.com
Example Results Membrane with glycogen synthase probe attached * * * D+ * * * * * * * * * * Labeled mRNA* Wash * * * * * * D- * * * * * * *
Red-Green • http://www.unc.edu
Photolithography • Affymetrix - Photolithography • Nimblegen – microscopic independent mirrors to direct light.
500,000 Probe 16S array (DOE 16S Chip)
Rapid taxonomic classification of complex consortia of environmental rDNA using a microarray. What “bugs” are in my sample? Environmental Surveys Counter Bio-terrorism Bioremediation Clinical Investigations
Example Microorganisms • C. immitis • B. anthracis • Plus thousands more .... Lung
Project Overview • Goal • Create a single microarray capable of detecting and categorizing the bacteria in a complex sample. • Approach • GeneChip targeted at 16S rDNA sequence variations to distinguish taxa.
The Ribosome rDNA rRNA (functional molecule) LSU SSU 16s or 18s
Foundations: • Maintain the largest 16S gene library (~83,000). • Cluster sequences into taxa (~10,000). • Create algorithm for picking probes for each taxa (~500,000).
Desulfovibrio sp. str. DMB. Desulfovibrio sp. 'Bendigo A' Desulfovibrio vulgaris DSM 644 Sequence discrepancies Regions not unique to taxon Regions unique to taxon Probe set: 02280401041000.2154
General Protocol Run Video Air Soil Feces Blood Water gDNA Universal 16S rDNA PCR rRNA Contains probes adhered to glass surface in grid pattern.
Reproducibility Probes for C. jejuni tiled in 4 areas
Counter Bio-Terrorism • Sampling the Air • Extracting DNA • Hybridization • PCR • Single Organism Detection • Detection Arrays for Multiple Organisms
Traditional Detection • Collect air sample • Swab sample onto petri dish • Wait 2 days to 4 weeks for organisms to grow • Isolate • Biochemical tests • Visual Inspection
PCR • Polymerase Chain Reaction • Makes many DNA copies from few
Hybridization Occurs Between Complimentary Strands Join properly when cooled Separate when heated
Probes Search for Targets Probes
G G A A T A C A G G T G C C A T Poly DNA Replication Foundations • DNA Polymerase • enzyme which “xeroxes” a single strand in to a double strand • assembles dNTPs monomers into a polymeric strand • adds dNTPs to 3’ end of polymer
G G A A T A C A G G T G C C A T Poly Polymerase Chain Reaction (PCR) • An in vitro technique for creating many copies of a gene segment • Components • polymerase • template DNA • dNTPs (individual A, C, G, or T) • Small probes called “primers” Let’s do it...
T T A G T G T A G T T C C G A A C T T G C A G T T C C C G G G A A G G A A Polymerase Chain Reaction (PCR) 95° Hot temperature ensures template is single stranded. - 5’ 3’- Single stranded template to be “xeroxed”
T T A G T G T A G T T C C G A A C T T G C A G T T C C C G G G A A G G A A Polymerase Chain Reaction (PCR) 95° Primer designed by lab G C C A A G T - 3’ A T G G 5’- A T G A C A - 5’ 3’-
T T A G T G T A G T T C C G A A C T T G C A G T T C C C G G G A A G G A A Polymerase Chain Reaction (PCR) 55° Lowering temperature allows hydrogen bonding to form G C C A A - 3’ G T A T G G 5’ - A T G A C A 3’ - - 5’
G G A A T A C A G G T G C C A T Poly Polymerase Chain Reaction (PCR) 72° Polymerase can act upon free 3’ end when it has bound to the template. 5’ - A A A - 3’ G A G T G C T T G A A C G T C A G A T T T A G G T 3’ - G C T C G A A C T T G C A G T T C C C - 5’ G G A A G G A A Temperature raised to optimize polymerase activity
G G A A T A C A G G T G C C A T Poly Polymerase Chain Reaction (PCR) 72° Polymerase can act upon free 3’ end when it has bound to the template. 5’ - A A T A C A G A C A A G T G C T T G A A C G T C A G G G - 3’ A T T T A G C C T G T 3’ - G C T T T C C T C G A A C T T G C A G T T C C C - 5’ G G A A G G A A Temperature raised to optimize polymerase activity
career preparation • Do a Senior Project that involves both CS and BIO students • Find Mentor • Interview, Interview, Interview (on campus, off-campus, maintain contacts) • Learn HTML/Perl/Java/CGI
Attractive Perl Properties: • Forgiving syntax • Interpreted, not compiled • Platform independent • Text manipulation • Libraries, modules, etc. • Object oriented optional
Why Perl is the leading language of Bioinformatics? • Perl easy to learn • Perl is powerful • Perl is free • Large support group: www.bioPerl.org • Interfaces easily to relational databases • In fact, it has been claimed that Perl saved the Human Genome Project
Examples: • Find all the genomic 20-mers in common between Vibrio cholera str.14 and Vibrio mimicus • This could take a long time by hand. V.choler14 ...TTGTACACACCGCCCGTCACACCATGGGAGTGGNCTGCAAAAGA-GCAGGTAGTTTAACC... V.mimicus ...TTGTACACACCGCCCGTCACACCATGGGAGTGGGCTGCAAAAGAAGCAGGTAGTTTAACC...
Probe Finding Project • Given: • one microbial taxon • Purpose: • Describe its taxonomic placement. • Find two interesting things about the organisms in that taxa. • Find a probe that is specific for a group of organisms. • Method: • Obtain 16S Sequences. • Align them to each other (MSA) • Determine best target from a short list (provided). • Verify that probe exists in all/most orgs of taxa • Check for X-hybe (non-specificity) • Check w/in sub-division, not all sequences
Answers (Targets) • Oceanospirillum • TGCTACTTCGCCGGCGAGCGGCGGA • Streptococcus • CTTGACATCCTTCTGACCGGCCTAG • Rhodococcus • CGGGTCTCTGGGAAACAACTGACGC • TGGGAAACAACTGACGCTGAGGAAC • Methanocorpusculum • TGGAGAATACTCCCGGGAAACTGGG • Desulfovibrio • GCGTGAAAGGACTTCGGTCCGAGTA
Multi Microarray Analysis • Track a bio-marker over many experiments. • Download file • Fluorescence intensity for118 taxa reported for 5 experimental conditions, and a negative control. • Find • Taxa with highest intensity overall. • Possible PCR contaminants • Taxa with greatest intensity fluctuation overall • Condition producing the brightest signal for Paracoccus yeeii?