08.22.08: The Human Genome
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The Human Genome
David Ginsburg, MD August 22, 2008
M1 Patients and Populations
Fall 2008
Learning Objectives
UNDERSTAND: • The basic anatomy of the human genome [eg. 3 X109 bp (haploid
genome); 1-2% coding sequence (~20,000 genes); types and extent of DNA sequence variation].
• Recombination and how it allows genes to be mapped • Genetic data for a pedigree, assigning phase, defining haplotypes • Linkage: Use of markers linked to a disease gene for genetic
diagnosis and to identify disease genes (positional cloning) • Distinction between a linked marker and the disease causing
mutation itself • Linkage disequilibrium and haplotype blocks • Genome wide association studies (GWAS) to identify gene variants
contributing to complex diseases/traits
DNA Sequence Variation
• DNA Sequence Variation: – Human to human: ~0.1% (1:1000 bp)
• Human genome = 3X109 bp X 0.1% =~3X106 DNA common variants
– Human to chimp: ~1-2% – More common in “junk” DNA: introns, intergenic regions
• poly·mor·phism Pronunciation: "päl-i-'mor-"fiz-&m Function: noun : the quality or state of existing in or assuming different forms: as a (1) : existence of a species in several forms independent of the variations of sex (2) : existence of a gene in several allelic forms (3) : existence of a molecule (as an enzyme) in several forms in a single species
IV
III
II
I
a/b b/b b/b a/b a/b b/b a/b a/b b/b
b/b a/a a/b a/a
a/b a/b a/b
b/b b/b a/b a/b
a/a
B.
Heteromorphism of chromosome 1
(one copy)
2 normal copies of chromosome 1
a or b allele of Duffy blood group
Donahue, 1968
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.1
I
II
III
B.
I
II
III
A. + -
+ + -
+ - -
-
+
- +
+ + -
-
1 2
1 2 3 4 5 6 7
1 2 3 4 5 6 7
1 2
1 2 3 4 5 6 7
1 2 3 4 5 6 7
Se/se se/se
Se/se Se/se se/se
se/se se/se Se/Se or
Se/se
se/se
Se/se
se/se
Se/se Se/se
Se/se se/se
se/se
= Myotonic Dystrophy
+ = Secretor Phenotype (Se/Se or Se/se)
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.4
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.4
A A B B
a a b b
A A B B
a a b b
A A B B
a a b b
A A a a B b B b
LOCI FAR APART
A A B B a a
b b
B B b b
B B b b
B b B b
LOCI CLOSE TOGETHER
A A a a
A A a a
A A a a RECOMBINANTS
MEIOSIS I
Linkage: A/a and B/b tend to be inherited together the A and B loci are linked.
Key Concepts: Linkage and Recombination
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.2
I
II
A D N
a A A N N
A N
A D N
a A N N
a A N
a D
A N N
a A N
A N
A N
A D
A D
7 6 5 4 3 2 1
1 2
Marker= A or a Disease allele = D Normal allele = N
Linkage between Marker A/a and Disease D
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.3
I II III
1 2
1 2 3
4.7 kb 3.0 kb
5 6 4 7 8 9 1 2 3 4 5 6 7 8 9
3.0 kb = NEUROFIBROMATOSIS (NF1) 1.7 kb EcoRI
* PROBE EcoRI EcoRI
recombinant
Linkage between NF and RFLP marker
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.5
3.5 3.0 2.5 2.0 1.5 1.0 0.5
0 0.05 0.10 0.15 0.20 0.25 0.30 0.35 0.40
θ
θ = LOD
0 -∞
0.05 3.16
0.15 2.86
0.20 2.57
0.3 1.82
0.4 0.89
0.10 3.08
Z 3.165
θ 0.059
LOD
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.6
DISEASE
FUNCTION
GENE
MAP
DISEASE
FUNCTION
GENE
MAP
FUNCTIONAL CLONING POSITIONAL CLONING
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.15
I
II
III
IV
V
AD AA AA AA AB AA AC AB AB AB AB AA AA AA CD BC AC AC CD AA AA AA AB
AC AA AC AC AC AB AC AC CD AC AC AC AC AC AC AC AA CC CC CC CC AC AC CC AC CC BC AC BC AC AC AB AA AD AA AA
AA AC AC AB BC BC
HD linked to C allele: Single recombinant (IV1)
Gusella, et al. A polymorphic DNA marker genetically linked to Huntington's disease. Nature 306:234-238, 1983.
The Huntington's Disease Collaborative Research Group. A novel gene containing a trinucleotide repeat that is expanded and unstable on Huntington's disease chromosomes. Cell 72:971-983, 1993.
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.26
Positional Cloning
GENETIC MARKERS
FAMILIES
MUTATION IDENTIFICATION
FINE GENETIC MAPPING
MUTATION SEARCH
Physical Mapping
and Cloning
YACs and BACs
Transcript Identification
Cytogenic Abnormality
Positional Candidate Approach
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.31
Image of Cystic Fibrosis
carrier screening
advertisement removed
Positional Cloning Approach
Image of positional cloning
procedure removed
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E
Types of DNA Sequence Variation • RFLP: Restriction Fragment Length Polymorphism • VNTR: Variable Number of Tandem Repeats
– or minisatellite – ~10-100 bp core unit
• SSR : Simple Sequence Repeat – or STR (simple tandem repeat) – or microsatellite – ~1-5 bp core unit
• SNP: Single Nucleotide Polymorphism – Commonly used to also include rare variants
• Insertions or deletions – INDEL – small (few nucleotides) insertion or deletion
• Rearrangement (inversion, duplication, complex rearrangement)
• CNV: Copy Number Variation
STR
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 5.22
SNP
• Most are “silent” • Intragenic • Promoters and other regulatory sequences • Introns • Exons
– 5’ and 3’ untranslated regions – Coding sequence (~1-2% of genome)
Allele 1 A U G A A G U U U G G C G C A U U G A A C
Allele 2 A U G A A G U U U G G U G C A U U G A A C Adapted from ASCO teaching slides
Human Chromosome 4
2008 • 17,999,889 total
entries in dbSNP http://
www.ncbi.nlm.nih.gov/projects/SNP/
• Chromosome 4 – 1,183,767 SNPs
• ~1M SNP chip commercially available
1981 1991 1994 1996
3 markers 53 markers 393 markers 791 markers Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 10.3
1 Mb
10 Mb
100 Mb
1 Gb
10 Gb
100 Gb
1000 Gb
1985 1990 1995 2000 2005 2010
Year
Bas
e Pa
irs in
Gen
bank
Source Undetermined
Haploid Human Genome 3 X 109 bp, ~20,000 genes 1 Chromosome
~1300 genes
Single Gene ~1.5 Kb (Globin to
2 X 106 bp (Dystrophin)
H. Influenzae ~1700 genes
S. Cerevisiae ~6250 genes D. Melanogaster
~14000 genes C. Elegans
~18500 genes U.S. Federal Government (wikimedia) Andre Karwath (wikipedia)
Source Undetermined
Genomes
• >1000 viruses • >100 microbes • Plants (arabidopsis, oat, soybean,
barley, wheat, rice, tomato, corn) • Yeast, fly, worm, human, mouse, rat,
zebrafish, mosquito, malaria, ciona • Cow, pig, frog, chimp, gorilla, dog,
chicken, cat, bee
The Human Genome
23 pairs of chromosomes made of 3 billion base pairs
30% 70%
~20,000 genes Extragenic DNA
l Repetitive sequences
l Control regions l Spacer DNA
between genes l Function mostly
unknown
Source Undetermined
Characteristics of the Human Genome Sequence
• 99% of euchromatin is covered, 2.85 Gb • Error rate: <<1:100,000 bp • <350 unclonable gaps • All data is freely accessible without restriction • Humans have fewer genes than expected
– ~20,000 from prev. estimates of 100,000) – ? human genes make more proteins
• ~1-2% of genome = coding sequences • ~1% = highly conserved noncoding sequences
National Center for Biotechnology
Positional Cloning Approach
Image of positional cloning
procedure removed
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E
University Of California Santa Cruz
Family B
1 1 3 3 8 1 2 1
7 1 4 3 2 5 4 1
2 1 4 3 1 8 4 2
3 1 3 5 3 2 4 2
2 1 4 3 1 8 4 2
1 1 3 3 8 1 2 1
3 1 3 5 3 2 4 2
1 1 3 3 8 1 2 1
2 1 3 5 3 2 4 2
1 1 3 3 8 1 2 1
3 1 3 5 3 2 4 2
7 1 4 3 2 5 4 1
1 1 3 3 8 5 4 1
1 1 3 3 - 1 2 1
1 1 3 3 8 1 2 1
1 2
0.67 0.57
1 2 3 4 5 6 7
0.06 0.02 0.63 0.60 0.97 0.45 0.64 II
I
3 1 4 3 1 8 4 2
31184432
2 1 3 5 - 2 4 2
D9S1776 D9S1682 D9S1863 GL1-3 GL2-1 D9S164 D9S1818 D9S1826
D9S1776 D9S1682 D9S1863 GL1-3 GL2-1 D9S164 D9S1818 D9S1826
3 3 3 6 5 4 2 3
3 1 2 4 3 3 3 3
4 3 4 5 5 2 4 4
3 3 3 6 5 4 2 3
2 3 2 5 6 4 2 3
3 1 2 6 5 4 2 3
4 3 4 5 5 2 4 4
2 3 2 5 6 4 2 3
1 2
1 2
I
II
Family D
0.53 0.51
0.06 0.48
D9S1776 D9S1682 D9S1863 GL1-3 GL2-1 D9S164 D9S1818 D9S1826
D9S1776 D9S1682 D9S1863 GL1-3 GL2-1 D9S164 D9S1818 D9S1826
6 4 3 4 5 7 1 2
Family C
2 3 4 1 7 5 4 6
6 3 3 4 3
(6) 3 1
2 3 4 1 7 5 4 6
6 3 3 4 3 6 3 1
2 3 5 1 5 1 1 5
2 3 4 1 7 5 4 6
2 3 4 1 7 5 4 5
1 2
1 2 3 4
0.07 0.55 0.55 0.62
2 3 5 1 5 1 1 5
5 4 3 4 5
(7) 1 2
0.58 0.59 I
II
5 4 3 4 5 7 1 2
6 3 3 4 3 6 3 1
D9S1776 D9S1682 D9S1863 GL1-3 GL2-1 D9S164 D9S1818 D9S1826
D9S1776 D9S1682 D9S1863 GL1-3 GL2-1 D9S164 D9S1818 D9S1826
21345211
81345246
53473443
13657746
21652743
81345246
31233211
22157421
53473443
22157421
53473443
22157421
31233211
22157421
31233211
21345246
31233211
21654443
22345242
21654441
22345242
21456713
21654441
21652743
31233211
23657746
81345246
13657746
81345246
21654242
21654443
21345246
22345242
21345246
22345242
31233216
31233211
53473443
3234524[7
22325244]
22347]213]
2335[573[1
2234-21-
2232
(5)24-
21657441
83456712
1.02 0.610.80 1.04 0.63 0.90 0.92 1.090.97 1.04 0.53 0.65
0.64 0.05 0.05 0.57 1.01 0.63 0.65 0.06 0.98
0.68
1
1.16
21 3 4 6 7 8 9 10 11 13
1 2 3 4 5 6 7 8 9III
II
I
5 12
Family A
D9S1776D9S1682D9S1863GL1-3GL2-1D9S164D9S1818D9S1826
D9S1776D9S1682D9S1863GL1-3GL2-1D9S164D9S1818D9S1826
D9S1776D9S1682D9S1863GL1-3GL2-1D9S164D9S1818D9S1826
21345211
81345246
53473443
13657746
21652743
81345246
31233211
22157421
53473443
22157421
53473443
22157421
31233211
22157421
31233211
21345246
31233211
21654443
22345242
21654441
22345242
21456713
21654441
21652743
31233211
23657746
81345246
13657746
81345246
21654242
21654443
21345246
22345242
21345246
22345242
31233216
31233211
53473443
3234524[7
22325244]
22347]213]
2335[573[1
2234-21-
2232
(5)24-
21657441
83456712
1.02 0.610.80 1.04 0.63 0.90 0.92 1.090.97 1.04 0.53 0.65
0.64 0.05 0.05 0.57 1.01 0.63 0.65 0.06 0.98
0.68
1
1.16
21 3 4 6 7 8 9 10 11 13
1 2 3 4 5 6 7 8 9III
II
I
5 12
Family A
D9S1776D9S1682D9S1863GL1-3GL2-1D9S164D9S1818D9S1826
D9S1776D9S1682D9S1863GL1-3GL2-1D9S164D9S1818D9S1826
D9S1776D9S1682D9S1863GL1-3GL2-1D9S164D9S1818D9S1826
Levy, et al. Mutations in a member of the ADAMTS gene family cause thrombotic thrombocytopenic purpura. Nature 413:488-494, 2001.
University Of California Santa Cruz
National Center for Biotechnology
Learning Objectives
UNDERSTAND: • The basic anatomy of the human genome [eg. 3 X109 bp (haploid
genome); 1-2% coding sequence (~20,000 genes); types and extent of DNA sequence variation].
• Recombination and how it allows genes to be mapped • Linkage: Use of markers linked to a disease gene for genetic
diagnosis and to identify disease genes (positional cloning) • Distinction between a linked marker and the disease causing
mutation itself • Genetic data for a pedigree, assigning phase, defining haplotypes • Linkage disequilibrium and haplotype blocks • Genome wide association studies (GWAS) to identify gene variants
contributing to complex diseases/traits
A A B B
a a b b
A A B B
a a b b
A A B B
a a b b
A A a a B b B b
LOCI FAR APART
A A B B a a
b b
B B b b
B B b b
B b B b
LOCI CLOSE TOGETHER
A A a a
A A a a
A A a a RECOMBINANTS
MEIOSIS I
Linkage: A/a and B/b tend to be inherited together the A and B loci are linked.
Key Concepts: Linkage and Recombination
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.2
DP DQ DR CYP21
C4B
CYP21P
C4A C2 B C A
CLASS I CLASS II CLASS III ~4000 kb
TNF HFE B A
TELOMERE CENTROMERE
The HLA (MHC) Locus
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.12
A2, A24, B7, B35, DR1, DR13
A. I.
II.
1 2
1 2 3 4 5
A1, A29, B7, B8, DR3, DR4
A2, A29, B7, B35,
DR4, DR13 A24, A29,
B7, DR1, DR4
A1, A24, B7, B8,
DR1, DR3 A2, A29, B7, B35,
DR4, DR13 A2, A29, B7, B35,
DR1, DR4
B. I.
II.
1 2
1 2 3 4 5
A29, B7, DR4 A1, B8, DR3 A2, B35, DR13
A24, B7, DR1
A29, B7, DR4 A2, B35, DR13 A1, B8, DR3
A24, B7, DR1 A29, B7, DR4 A2, B35, DR1
A29, B7, DR4 A24, B7, DR1 A29, B7, DR4
A2, B35, DR13
Assigning Phase
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.13
A2 HFE
HFE HFE A3
OTHER
A2
A3 A2 A1
A24 A11 A32
OTHERS
A1 A3 A11 A24 A32 A28 A26 A2
TIME HEMOCHROMATOSIS CHROMOSOMES NORMAL CHROMOSOMES
10% 23% 14% 8% 5% 5% 39%
X
X X
70% 30%
Linkage Disequilibrium
Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 9.14
These three SNPs could theoretically occur in 8 different haplotypes
…C…A…A… …C…A…G… …C…C…A… …C…C…G… …T…A…A… …T…A…G… …T…C…A… …T…C…G…
But in practice, only two are observed
…C…A…A… …C…A…G… …C…C…A… …C…C…G… …T…A…A… …T…A…G… …T…C…A… …T…C…G…
…C…A…A… …C…A…G… …C…C…A… …C…C…G… …T…A…A… …T…A…G… …T…C…A… …T…C…G…
These three variants are said to be in linkage disequilibrium
A high frequency of a specific gene mutation in a population founded by a small ancestral group
Founder Effect
Professor Marninalia (wikimedia)
Regents of The University of Michigan
Regents of The University of Michigan
Hb S only occurs on 4 haplotypes…only occurred 4 times in history
Could we use this approach to find human disease genes (identify specific haplotypes present more often in patients than in controls)?
Image of genetic make up of Benin,
Bantu, Senegal and Arab-India populations
removed
Complex Diseases
• Hypertension • Coronary artery disease • Diabetes • Obesity • Cancer • …
Difficult to map in large pedigrees by conventional linkage (multiple genes, variable effects)
• Candidate gene association study
– Test a SNP (or SNPs) surrounding your favorite gene for association with disease (more common in patients than controls)
• Publication bias • Multiple observations • Population substructure • “looking under the streetlamp”
vs.
• Genome-wide association study (GWAS) – Unbiased – No prior assumptions
Human Chromosome 4
2008 • 17,999,889 total
entries in dbSNP http://
www.ncbi.nlm.nih.gov/projects/SNP/
• Chromosome 4 – 1,183,767 SNPs
• ~1M SNP chip commercially available
1981 1991 1994 1996
3 markers 53 markers 393 markers 791 markers Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E; Figure 10.3
Hybridization array: gene chip
DNA chip v6.0: ~1 million SNPs RNA expression: All ~ 20,000 genes CGH: Survey whole genome
for large deletions, insertions, rearrangements
Ricardipus (flickr)
The Multiple observations problem
• Roll the dice once – Probability of rolling two 6’s = 2.8% (1:36=1/6 X 1/6)
• Roll the dice twice – Probability of rolling two 6’s at least once = 5.5%
• Roll the dice 100 times – Probability of rolling two 6’s at least once = 94%
Test 1 million SNPs, 100 phenotypes . . .
• Age-related macular degeneration (AMD)
– > 10 million cases in the US – Leading cause of blindness among the elderly
• Common variant in complement factor H (CFH) gene
– Tyr402His – His allele = 2-4 X increase risk of AMD – Accounts for 20-50% of AMD risk
Nature Genetics, 2006, 38:320-323.
• Odds ratio 1.7 • Replicated multiple times
Image of journal article on variant of
transcription factor 7 like 2 removed
Images of journal articles about genome-wide
association studies removed
Source Undetermined
How do we distinguish a disease causing mutation from a silent sequence variation?
• Obvious disruption of gene – large deletion or rearrangement – frameshift – nonsense mutation
• Functional analysis of gene product – expression of recombinant protein – transgenic mice
• New mutation by phenotype and genotype
• Computer predictions • Disease-specific mutation databases
– Same/similar mutation in other patients, not in controls
• Rare disease-causing mutation vs. private “polymorphism” (rare variant)
X
Other Genome Wide Association Studies (GWAS)
• Heart disease – MI, AF, QT prolongation, CAD, lipids
• Inflammatory bowel disease • Asthma • Neuropsychiatric disorders
– ALS, MS, Alzheimer, schizophrenia, bipolar disorder • Rheumatologic disorders
– RA, SLE • Cancer risk
– breast, prostate, colon • Common traits
– BMA, height, hair/eye/skin color
Lessons from GWAS
• Most (nearly all) previous “candidate” gene association studies are wrong
• Most common variants have only modest effects on risk (<< 2 fold)
• For type II diabetes, variants identified to date only account for ~5% of overall risk– NOT useful clinically (yet)
• Other diseases may be different – AMD – Thrombosis
• For the future: – ? More predictive, combinatorial analyses – ? Identify new drug targets
GWAS Lessons (continued)
• common alleles with small effects: – ? Clinical diagnostic utility – New biologic pathways- ?significance – New drug targets- ? value
• Should we be looking for large effect, rare variants instead? – Deep resequencing of extremes of the distribution – New technologies (massively parallel sequencing)
Personalized Medicine: Potential Impact of Genomics
• Establish/confirm diagnosis – Subclassification – prognosis
• Predisposition testing/prevention • Guiding therapy (pharmacogenomics)
Image of decodme.com
homepage removed
Image of DNAdirect.com
homepage removed
Image of 23andme.com
homepage removed
Gleevec™ – Specifically Targets An Abnormal Protein, Blocking Its Ability To Cause Chronic Myeloid Leukemia
Chromosome 9;22 translocation
CML
Bcr-Abl fusion protein
Gleevec™
Bcr-Abl fusion protein
Normal
Source Undetermined (All Images)
Pharmacogenomics today
• Thiopurine methyltransferase (TPMT) – 6-MP, azathioprine therapy dosing
• UGT1A1 – irinotecan
• Dihydropyrimidine dehydrogenase – 5-FU
• Cytochrome P450 – warfarin – Multiple other drugs:
• antidepressants, tamoxifen, PPIs • VKORC1
– warfarin
Sadler, Nature 427:493, 2004.
Image of Warfarin mechanism of action removed
Pharmacogenomics for warfarin dosing
• Clinical value unproven • Practical limitations:
– VKORC1/CYP2C9 genotype only accounts for ~30% of variance in warfarin requirement
– Turnaround time – pill size
Sconce et al., Blood, 2005, 106: 2329-33 (Both Images)
The Future…
• Will be different – New/improved anticoagulants – Cheaper/faster DNA testing/sequencing – Complex computational analysis-
combinatorial risk factors – Much larger data sets– health system wide – Data to support genotype-specific therapy/
prophylaxis
New Sequencing Technologies
Source Undetermined
Slide 6: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E, Figure 9.1 Slide 7: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E, Figure 9.4 Slide 8: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E, Figure 9.2 Slide 9: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E, Figure 9.3 Slide 10: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E, Figure 9.5 Slide 11: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E, Figure 9.6 Slide 12: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E, Figure 9.15 Slide 13: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E, Figure 9.26 Slide 14: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E, Figure 9.31 Slide 16: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E Slide 18: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E, Figure 5.22 Slide 19: Adapted from ASCO teaching slides Slide 20: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E, Figure 10.3 Slide 21: Source Undetermined Slide 22: Source Undetermined; Andre Karwath (wikipedia); U.S. Federal Government (wikimedia) Slide 24: Source Undetermined Slide 26: National Center for Biotechnology, http://www.ncbi.nlm.nih.gov/ Slide 27: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E Slide 28: University Of California Santa Cruz, http://genome.ucsc.edu Slide 29: Levy, et al. Mutations in a member of the ADAMTS gene family cause thrombotic thrombocytopenic purpura.
Nature 413:488-494, 2001. Slide 30: University Of California Santa Cruz, http://genome.ucsc.edu Slide 31: National Center for Biotechnology, http://www.ncbi.nlm.nih.gov/Omim/mimstats.html Slide 41: Regents of The University of Michigan Slide 42: Regents of The University of Michigan Slide 46: Gelehrter, Collins and Ginsburg: Principles of Medical Genetics 2E, Figure 10.3 Slide 47: Ricardipus, flickr, http://creativecommons.org/licenses/by-sa/2.0/deed.en
Additional Source Information for more information see: http://open.umich.edu/wiki/CitationPolicy
Slide 64: Sconce et al., Blood, 2005, 106: 2329-33 (Both Images) Slide 66: Source Undetermined Slide 50: Nature Genetics, 2006, 38:320-323. Slide 52: Source Undetermined Slide 61: Source Undetermined (All Images)