Transcript Document
What The Aspergillus Genomes Have
Told Us
William C. Nierman
The Institute for Genomic Research
Rockville, MD
5.0
Sp
Af
Sc
Electrophoretic Karyotyping
5 day run
5.7
4.6
1x 4.0
3.5
3.5
1.8
CHEF DRII 1.2% CGA, 1x TAE, 14C, 1.8 V/cm: 2200 s, 48 h; 2200-1800 s, 68 h
sizes in Mb
Aspergillus fumigatus karyotype
1,789 Kb
3,779 Kb
2,021 Kb
3,992 Kb
4,018 Kb
4,834 Kb
4,891 Kb
3,933* Kb
Optical Analysis
• Molecule maps generated from images of
single DNA molecule digested with NheI
• Resolution (avg fragment size) 8.28kb
• Total coverage: 8,987 Mbase, or 300x
• Total of 8 chromosomes
• Total size: 29.189 Megabases
A. fumigatus chr5-7 contig placement
Aspergillus fumigatus
Chromosomes
1
2
1.8
3
4.9 Mb
2.7
2.2
4.8 Mb
3.0
1.3
2.8
4.0 Mb
rRNA
4
0.7
0.4
2.5
3.9 Mb
2.6
3.9 Mb
0.3
5
1.2
6
1.3
3.6 Mb
2.5
Mitochondrion
7
0.7
1.3
2.0 Mb
32 Kb
8
0.8
1.0
Presumed centromeric area
1.8 Mb
Telomere
Nuclear Genome
Size (Mb)
29.2
GC Content
49.9%
Gene Number
10,034
Mean Gene Length (bp)
1,431
Percent Coding
50.1
Percent Genes with Introns
77.0
Mitochondrial Genome
Size (bp)
31,892
GC Content
25.41%
Gene Number
16
Mean Gene Length (bp)
1,189
Percent Coding
44.1%
Percent Genes with Introns
6.2
tRNA Number
10
Synteny Map of A. fumigatus, A. nidulans, A. oryzae
Aspergillus fumigatus Synteny
AF293 vs CEA10
TIGR Autoannotation vs Sanger
Curated Annotation
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•
•
•
•
•
•
•
•
Status
Total Sanger genes analyzed
Same gene structure
Different gene structure
Sanger missing in TIGR annotation
Sanger matches multiple TIGR annotations
Sanger, TIGR annotations opposite strands
TIGR missing in Sanger annotation
TIGR matches multiple Sanger annotations
Count
360
137
177
37
2
7
12
9
Using Ortholog Clusters
to Identify Potential
Annotation Problems
Using Ortholog Clusters
to Identify Potential
Annotation Problems
Different exon number
due to annotation
discrepancy
In some cases,
differences in exon
number are real
We need to be
able to
distinguish
annotation
inconsistencies
from real,
interesting
phenomena
Expression profiling analysis to
study
• Pathogenesis
• Response to fungicidal drugs
• Temperature-dependent gene expression
- A. fumigatus is an environmental species
can grow at temperatures as high as 55ºC
can survive at temperatures up to 70ºC.
- It is commonly isolated from metabolically
heated compost heaps
The Beast: Microarray Robot from Intelligent Automation
<http://www.ias.com>
Microarray data analysis
Software freely available at, < http://www.tigr.org/software >
Hybridization
Reference
sample
Scanning
Query
sample
Multi-experiment
comparison
Obtain signal
intensity values
from images
Data
Normalization
and analysis
Example hybs
(A flip-dye set)
Temperature shift experiments
• Two shift experiments
– 30ºC to 37ºC shift
– 30ºC to 48ºC shift
• Design
– A. fumigatus was grown in a rich medium at 30ºC
for two days from conidia, and shifted to 37ºC or to
48ºC.
– Samples were taken throughout a time course.
• Samples were prepared in Greg May’s Lab
1. A number of genes of various functional
roles express differentially at each
temperature.
2. More genes are shifted to downregulation than up-regulation at 48˚C in
comparison to 30˚C.
3. More genes are turned up at 37˚C when
temperature was shifted from 30˚C.
This suggests that the fungus has more
variety of activities at 37˚C than does at
the other temperatures, and it is least
active at 48˚C.
30ºC to 37ºC
784 genes
heat shock proteins
30ºC to 48ºC
257 genes
heat shock proteins
Putative virulence genes
1. More heat shock and stress-responsive genes (ex. those coding for
heat shock proteins and chaperons) are highly expressed at 48˚C
than are at lower temperatures, indicating that the fungus is under
heat stress.
2. More putative virulence genes (ex. those coding for the proteins
responsive to oxidative stress and host immune system and for toxin
production) are highly expressed at 37˚C, although there is no contact
with host cells.
While predicted function from each gene should be experimentally verified,
we suggest from this study that temperature is a key environmental signal
for the organism that triggers gene regulation cascades that may ultimately
lead to adaptation to a specific new environment.
Many transposases,
especially those of Mariner-4
type, are highly expressed at
48˚C.
It will be interesting to see if
the high expression of the
transposases actually leads
to the transposition events of
the transposons.
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Transposons in A. fumigatus
25
20
15
10
5
0
Dispersed in the genome
Overview – comparative statistics
The ortholog was computed by performing an all vs. all BlastP of the three
proteomes with a cut-off of 1 x e-15 (no length requirement). The mutual best
hits were then organized into clusters based on shared protein nodes.
COG
A. fumigatus
A. Oryzae
A. nidulans
avg_pctid
avg_coverage
num_cogs
3 member
+
+
+
70%
86%
5899
+
+
65%
84%
967
+
61%
79%
533
+
61%
80%
936
2 member
+
+
#genes included in
COG
percent of predicted
proteome
A. fumigatus
7507
79%
A. nidulans
7429
75%
A. Oryzae
7988
57%
Total
22924
68%(22924/33552)
Species
Aspergillus fumigatus Unique Genes
• Vast majority are hypothetical
• Includes
–
–
–
–
–
Several transcriptional regulators
A chaperonin
An hsp 70 related protein
ArsC, arsenate reductase
Teichoic Acid Biosynthetic Protein
Comparative Genomic Hybridization (CGH)
• Competitive hybridization between two
genomic DNA
• Uses microarray to score the presence of
genes relative to the reference on the
microarray
• Provides a quick and easy way of
comparing the gene content of a reference
organism relative to an unsequenced
CLOSE relative
A. fumigatus vs. A. fischerianus
• Within same cluster by large subunit rRNA
analysis
• Average DNA identity of ~ 90% based on
4X contigs of A. fischerianus
• A. fischerianus rarely identified as a
pathogen
• A. fischerianus possesses a known sexual
cycle
A. fumigatus vs. A. fischerianus
• Relative to A. fumigatus, A. fischerianus is
missing 700 genes
– 13 Secondary metabolite genes
– 28 Transcription regulators and protein
kinases
– 21 Transporters
– 199 Metabolic and other proteins
– 400 Hypothetical proteins
CGH between A. fumigatus and
A. fischerianus
A. fumigatus vs. A. fischerianus
Secondary Metabolite Gene Summary
• Relative to A. fumigatus, A. fischerianus is missing
• 3 of 7 DMAT genes
• 6 of 14 PKS genes
• 1 of 15 NRPS genes
Additional related genomic projects
underway or soon to be initiated
• Comparative analysis of Aspergillus fumigatus
AF293 and CEA10
• Sequencing of Aspergillus flavus
• Sequencing of Aspergillus terreus
• Sequencing of Aspergillus clavatus
• Sequencing of Aspergillus fischerianus
• CGH of Neosartorya fennelliae with A. fumigatus
• CGH across multiple A. fumigatus strains
Aspergillus fumigatus AF293
David Denning
Michael Anderson
Arnab Pain
Goeff Robson
Javier Arroyo
Goeff Turner
David Archer
Joan Bennett
Matt Berriman
Jean Paul Latge
Paul Dyer
Paul Bowyer
Neil Hall
Aspergillus nidulans – James Galagan
Aspergillus oryzae – Masayuki Machida
TIGR
Sequencing and Closure
Tamara Feldblyum
Hoda Khouri
Microarray
H. Stanley Kim
Dan Chen
Annotation
Jennifer Wortman
Jiaqi Huang
Resham Kulkarni
Natalie Fedrova
Claire Fraser
NIAID and Dennis Dixon