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Lawrence Berkeley National Lab

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Title: Lawrence Berkeley National Lab


1
Microarrays
  • Lawrence Berkeley National Lab
  • Center for Environmental Biotechnology
  • Todd DeSantis, Sonya Murray, Jordan Moberg, Gary
    Andersen

2
The ponderings of a pre-schooler
Why cant 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
3
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.

4
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

5
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

6
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

7
Base-pairing allows DNADNAor DNARNA
8
Example application
  • Do Diabetic patients have lower glycogen synthase
    levels compared to healthy individuals?
  • Analyze RNA, determine specific target
  • 5...UAUUAGCGCUCGAUCGCUUAGUACAGCGAGGAAAAGUCCGAUAGU
    AC...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 511913-1920, 2002Gene Expression
    Profile in Skeletal Muscle of Type 2 Diabetes and
    the Effect of Insulin Treatment, Sreekumar, et
    al.

9
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

10
Example Results
Membrane with glycogen synthase probe attached



D










Labeled mRNA
Wash






D-







11
Red-Green
  • http//www.unc.edu

12
Millions of copies per feature
13
Photolithography
  • Affymetrix - Photolithography
  • Nimblegen microscopic independent mirrors to
    direct light.

14
Coordinates of fluorescence determines test
results.
15
500,000 Probe 16S array (DOE 16S Chip)
16
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

17
Example Microorganisms
  • C. immitis
  • B. anthracis
  • Plus thousands more ....

Lung
18
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.

19
The Ribosome
rDNA
rRNA (functional molecule)
LSU
SSU 16s or 18s
20
  • 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).

21
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
22
General Protocol
Run Video
Air Soil Feces Blood Water
gDNA
Universal 16S rDNA PCR
rRNA
Contains probes adhered to glass surface in grid
pattern.
23
Reproducibility ?
Probes for C. jejuni tiled in 4 areas
C. jejuni probe sets 45 deg C 48 deg C 50 deg C
2280503040000.010d_st 3015 2219 1927
2280503040000.010c_st 3011 2303 2126
2280503040000.010b_st 3166 2397 2548
2280503040000.010_st 3162 2320 2291
mean 3088 2309 2223
standard deviation 87 73 263
coefficient of variation 0.03 0.03 0.12
24
(No Transcript)
25
Counter Bio-Terrorism
  • Sampling the Air
  • Extracting DNA
  • Hybridization
  • PCR
  • Single Organism Detection
  • Detection Arrays for Multiple Organisms

26
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

27
PCR
  • Polymerase Chain Reaction
  • Makes many DNA copies from few

28
Hybridization Occurs Between Complimentary Strands



Separate when heated
Join properly when cooled






29
Probes Search for Targets
Probes
30
Probes Search for Targets
31
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

32
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

Lets do it...
33
Polymerase Chain Reaction (PCR)
95
Hot temperature ensures template is single
stranded.
- 5
3-
Single stranded template to be xeroxed
34
Polymerase Chain Reaction (PCR)
95
Primer designed by lab
G
C
C
A
A
T
G
- 3
A
T
G
G
A
T
5-
A
C
G
A
- 5
3-
35
Polymerase Chain Reaction (PCR)
55
Lowering temperature allows hydrogen bonding to
form
G
C
C
A
A
T
G
- 3
A
T
G
G
A
T
5 -
A
C
G
A
3 -
- 5
36
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
T
A
C
G
G
C
T
T
A
G
C
A
G
G
T
A
A
T
T
T
G
T
G
G
C
T
3 -
A
A
A
G
G
G
T
T
C
C
C
C
C
C
T
T
- 5
G
G
A
A
G
G
A
A
Temperature raised to optimize polymerase activity
37
Polymerase Chain Reaction (PCR)
72
Polymerase can act upon free 3 end when it has
bound to the template.
5 -
A
A
A
T
C
A
G
A
C
A
A
T
A
C
G
G
C
T
T
A
G
C
A
G
G
T
G
G
- 3
A
A
T
T
T
G
C
C
T
T
G
G
C
T
3 -
C
T
C
T
T
A
A
A
G
G
G
T
T
C
C
C
C
C
C
T
T
- 5
G
G
A
A
G
G
A
A
Temperature raised to optimize polymerase activity
38
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

39
Attractive Perl Properties
  • Forgiving syntax
  • Interpreted, not compiled
  • Platform independent
  • Text manipulation
  • Libraries, modules, etc.
  • Object oriented optional

40
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

41
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 ...TTGTACACACCGCCCGTCACACCATGGGAGTGGNC
TGCAAAAGA-GCAGGTAGTTTAACC... V.mimicus
...TTGTACACACCGCCCGTCACACCATGGGAGTGGGCTGCAAAAGAAGC
AGGTAGTTTAACC...
42
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

43
Start Here
44
Answers (Targets)
  • Oceanospirillum
  • TGCTACTTCGCCGGCGAGCGGCGGA
  • Streptococcus
  • CTTGACATCCTTCTGACCGGCCTAG
  • Rhodococcus
  • CGGGTCTCTGGGAAACAACTGACGC
  • TGGGAAACAACTGACGCTGAGGAAC
  • Methanocorpusculum
  • TGGAGAATACTCCCGGGAAACTGGG
  • Desulfovibrio
  • GCGTGAAAGGACTTCGGTCCGAGTA

45
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?
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