membership in high-risk genetic groups predicts alzheimer’s disease and age-at-onset elizabeth...
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Membership in high-risk genetic groups predicts Alzheimer’s
disease and age-at-onset
• Elizabeth Corder Duke University
• Shirley Poduslo Medical College of Georgia
APOE is a potential susceptibility gene for AD
APOE alleles and isoforms
G A TC G G C G C G C G CG C
Asp Val Arg Gly Arg
GA TC G G C G G CC
Gln Lys Arg Leu Ala
A A C A
C
3’G A TC G G C G C G C G CG C
Asp Val Arg Gly Arg
GA TC G G C G G CC
Gln Lys Arg Leu Ala
A A C A
112 158 APOE 4
Apo E4
G A TC G G T G C G C G CG C
Asp Val Cys Gly Arg
GA TC G G C G G CC
Gln Lys Arg Leu Ala
A A C A
C
3’G A TC G G T G C G C G CG C
Asp Val Cys Gly Arg
GA TC G G C G G CC
Gln Lys Arg Leu Ala
A A C A
112 158 APOE 3
Apo E3
G A TC G G T G C G C G CG C
Asp Val Cys Gly Arg
GA TC G G C G G CC
Gln Lys Cys Leu Ala
A A T A
C
3’G A TC G G T G C G C G CG C
Asp Val Cys Gly Arg
GA TC G G C G G CC
Gln Lys Cys Leu Ala
A A T A
APOE 2
Apo E2
112 158
APOE genotypes: APOE 2 / 2 APOE 3 / 2
APOE 3 / 3 APOE 4 / 2APOE 4 / 4 APOE 4 / 3
APOENone 20 % 1.0 84 years
One 47 % 2.8 75 years
Two 91% 8.1 68 years
APOE 4 is a susceptibility gene for AD
234 individuals 60 - 94 years of age:
Science 1993
APOE 4 Percent Risk Age at onsetwith AD
Background
• Some degree of AD brain changes (plaques and tangles) is almost universal by age 80
• Extended longevity implies a strong! need to identify root causes and interventions
• I believe that risk pertains to many genes that have biologic plausibility but have been difficult to verify from sample to sample due to wide variation in frequencies of high-risk combinations
Goal
• Use GoM to define multilocus genotypes at high and low risk for AD
• Demonstrate that persons with high resemblance to high-risk ‘pure types’ are affected while those with low membership are OK
Grade of Membership analysis(Woodbury et al., 1978)
• Lambda coefficient (): probability that a specific variable outcome is associated with a particular pure type
• Grade of membership coefficients (gik): estimate the
degree to which a subject belongs to a pure type
Pij gikkj
k
• Internal variables and external (validating) variables
• The number of pure types that provide the best partition of the data matrix is determined by log likelihood tests
Data
• Age/ AD status• APOE genotype• Genotypes for plausible candidate loci:
– APOE promoter polymorphisms at –491 and –427
– Adjacent gene APOCI
– LDL receptor for APOE
– Cystatin C
– Cathepsin D
Table 1. Probabilities representing GoM groups I Table 1. Probabilities representing GoM groups I to V.*to V.*
Attribute I II III IV V HAttribute I II III IV V H
AD case 100 100 100 0 0 0.68AD case 100 100 100 0 0 0.68
Age (years)Age (years)
< 65 31 17 12 0 0< 65 31 17 12 0 0 0.90 0.90
65- 69 30 0 0 065- 69 30 0 0 0
70 0 45 41 41 070 0 45 41 41 0
75 0 0 36 59 075 0 0 36 59 0
80+ 0 0 0 0 10080+ 0 0 0 0 100
Group V: Long life without AD
• Permissive promotion of the APOE gene
• Several genotypes: 23, 33 and even 34!
• Heterozygosity for the LDL receptor for APOE
Table 1.contTable 1.cont
I II III IV V HI II III IV V H
APOE APOE
23 40 0 4 0 48 1.1723 40 0 4 0 48 1.17
33 0 0 0 33 0 0 0 100100 2424
24 47 7 0 0 024 47 7 0 0 0
34 0 0 34 0 0 9696 0 28 0 28
44 19 93 0 0 044 19 93 0 0 0
APOE –491APOE –491
AA 0 100 100 100 0 0.90AA 0 100 100 100 0 0.90
AT 0 0 0 0 AT 0 0 0 0 100100
TT 100 TT 100 0 0 0 0 0 0 0 0
APOE-427APOE-427
TT 0 100 99 100 74TT 0 100 99 100 74 0.30 0.30
TC TC 100100 0 0 0 25 0 0 0 25
CC 0 0 1 0 1CC 0 0 1 0 1
APOCI APOCI
AA n/a 100 0 0 0 0.91AA n/a 100 0 0 0 0.91
AB n/a 0 AB n/a 0 100100 0 100 0 100
BB n/a 0 0 BB n/a 0 0 100100 0 0
I II III IV V HI II III IV V H
LDLr8 LDLr8
GG 100 100 100 99 0 0.40GG 100 100 100 99 0 0.40
AG 0 0 0 0 100 AG 0 0 0 0 100
AA 0 0 0 1 0AA 0 0 0 1 0
LDLr13LDLr13
TT 0 TT 0 100100 0 0 0 0.82 0 0 0 0.82
TC 0 0 100 53 100TC 0 0 100 53 100
CC 100 0 0 47 0CC 100 0 0 47 0
CST3CST3
GG 0 90 84 100 69GG 0 90 84 100 69 0.52 0.52
GA GA 100100 0 0 0 0 0 0 0 0
AA 0 10 16 0 31AA 0 10 16 0 31
CTSDCTSD
CC 0 100 100 100 100 0.41CC 0 100 100 100 100 0.41
CT CT 100100 0 0 0 0 0 0 0 0
Group I: Affected before age 70
• Ultra-high expression of APOE
• High-risk homozygous combinations of APOE & LDL receptor genotypes
• Rare cathepsin D + cystatin C genotypes => that slow rate of amyloid degradation
Group II: Affected before age 75
• High-risk APOE44 in combination with an alternate homozygous LDL exon 13 receptor genotypes, I.e. several high-risk APOE-LDL combinations
Group III: Affected before age 80
• Common garden variety APOE34
• Unaffected group IV of similar age carried APOE33 not APOE34
Table 2. AD status according to membership in the high-risk groups (I+II+III)
AD Membership
0-20% 20-40% 40-60% 60-80% 80-100%
YES (n=180) 0(0%) 11(31%) 43(61%) 24(57%) 102(100%)
NO (n=120) 50(100%) 24(69%) 28(39%) 18(43%) 0(0%)
50 35 71 42 102
Conclusions
• Identification of high-risk combinations of gene variants jointly with the resemblance of study subjects to the to combinations may prove to be useful: – To predict the level of risk and likely age at onset of
AD for individuals– Robust verification of candidate risk genes (the
frequency of high-risk persons may vary from sample to sample while the risk groups rooted in biology are stable)