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Identifying causal variation in studies of disease associations with MHC genes Mary Carrington Workshop on SJS/TEN March, 2015

Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

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Page 1: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

Identifying causal variation in studies of disease associations with MHC genes

Mary Carrington Workshop on SJS/TEN

March, 2015

Page 2: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

Tel Cen

Class I Class II

DPB

1

HLA

-F

HLA

-G

HLA

-A

HLA

-E

HLA

-C

HLA

-B

DR

A

DR

B5

DR

B1

D

QA

1

DQ

B1

DPA

1

HIV Control*

HIV Control*

Parkinsons Follicular Lymphoma*

Schizophrenia*

HBV Clearance*

Narcolepsy*

The human MHC: epicenter of disease association as determined by GWAS

* Top Hit

Ulcerative Colitis* Celiac

Disease*

Psoriasis*

Multiple Sclerosis*

Ankylosing Spondylitis*

Primary biliary cirrhosis*

Vitiligo*

Rheumatoid Arthritis*

Type 1 Diabetes* Nasopharyngeal

carcinoma*

Leprosy*

Autoimmune Cancer Viral Bacterial Others

Page 3: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

HLA variation influences disease in a multifaceted manner through both acquired and innate immunity

Individual allelic effects

Expression levels modify allelic responses in acquired immunity

Trans-eQTL for unlinked genes

Allotype-specific binding to LILRB and KIR on leukocytes

Diversity of HLA function

Page 4: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

HLA-B shows the strongest allelic associations with HIV control (relative to

HLA-A and –C alleles)

HLA-B*57 protection HLA-B*27 protection

HLA-B*35(Px) susceptibility

The strong allelic effects of HLA-B alleles on HIV control and the close location of HLA-B to HLA-C make it difficult to determine whether there are

true effects of HLA-C variation on HIV control.

Page 5: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

31300K 31541K

HLA-C HLA-B MICA HCP5

-35 SNP rs9264942

Chromosome 6

-35 C protective T susceptible

-35 promoter region SNP upstream of HLA-C associates with VL setpoint

Fellay et al., Science, 2007 HLA-B and HLA-C map 150Kb from one another

Page 6: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

-35 correlates with VL and HLA-C expression levels in whites, but not blacks

Thomas et al. Nature Genetics 2009 Thomas et al. Nature Genetics 2009

The -35 SNP is unlikely to be “causal” for an effect on HIV control and for differential expression of HLA-C. What are the causal variants?

Page 7: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

mature miR-148a

HLA-C

Strong HIV control Increased risk of Crohn’s Increase risk of GVHD

Variants at the unlinked loci, HLA-C and miR-148a, interact in disease pathogenesis, eliminating the possibility that their effect

on HIV control is due to the neighboring HLA-B gene

Kulkarni et al, Nature, 2011 Kulkarni et al, PNAS, 2013

Poor HIV control Decreased risk of Crohn’s Decreased risk of GVHD

No binding site

HLA-C mRNA

translation

mRNA degradation/ translation repression

pri-miR-148a

-127ins

Intermediate/low risks

pri-miR-148a

-127del

HLA-B alleles are fixed for the escape variant and there is no effect of miR-148a on HLA-B expression.

Page 8: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

• The -35 SNP associated with HIV control in GWAS in whites, not blacks, and this SNP also associates with HLA-C expression in whites, not blacks (-35 SNP effect is inconsistent across populations, so this SNP is unlikely to be causal).

• Variation in the 3’ UTR of HLA-C (in LD with -35 in whites) that determines miRNA regulation affects HLA-C expression levels and associates with HIV control in whites among those with HLA-C alleles that are regulated by the miRNA.

• A variant in the miRNA gene interacts with the 3’UTR variant of HLA-C in HIV control. This strengthens the “causal” effect of the HLA-C 3’UTR variant in HIV control and rules out the possibility that the association is simply marking an effect of the closely mapping HLA-B locus, as no HLA-B allele binds the miRNA.

Page 9: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

HLA-C allotypes are expressed at differing levels on the cell surface in an allotype-dependent manner and the 3’UTR variant cannot

completely account for this differential expression

HLA-C allotype

HLA

-C e

xpre

ssio

n le

vel p = 5x10-21

Page 10: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

Higher HLA-C expression associates with better HIV control in EA (n=2527)

0

1

2

3

4

Odd

s Rat

io

Confirmation across independent cohorts, differing outcomes: Viral load in chronic infection Viral load at set point Time for progression to AIDS

Significant independent effects with p<0.001

p = 1x10-7

224 unit change; C07 vs C06

Page 11: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

Higher HLA-C expression associates with better HIV control in AA (n=1209)

0

1

2

3

4O

dds R

atio

Significant independent effects with p<0.001

Confirmation across populations: HLA allele frequencies and linkage disequilibrium between HLA loci differ between AA and EA.

p = 8x10-6

Page 12: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

Functional data are invaluable for attributing causation to a genetic association: The frequency of HLA-C restricted CTL responses to HIV peptides

correlates positively with the level of HLA-C expression

Apps et al, Science, 2013

N=1010

Med

ian

log

(OR)

of C

TL re

spon

ses

asso

ciat

ed w

ith e

ach

HLA-

C al

lele

Expression level of 14 different HLA-C alleles showing association with CTL response

*14

*01

*18

*06

*15

*04

*12

*16 *08

*02

*05

*17

*07

*03

Page 13: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

• Measurement of HLA-C expression levels across alleles allowed a direct test for an association between HLA-C expression levels and HIV control, rather than involving the -35 SNP proxy or a variant that accounts for only part of the differential expression (3’UTR).

• The effect of HLA-C expression levels was consistent in black and white cohorts, and across different HIV outcomes.

• Functional data explain/support an effect of HLA-C expression on HIV control through enhanced CTL activity among those with high expression levels of HLA-C.

Page 14: Identifying causal variation in studies of disease ... · HLA-C . Strong HIV control . Increased risk of Crohn’s . Increase risk of GVHD . Variants at the unlinked loci, HLA-C and

Carrington lab Richard Apps Arman Bashirova Fuh-Mei Duh Smita Kulkarni Pat Martin Veron Ramsuran Nicolas Vince Gao Xiaojiang Yuko Yuki CIP Core Ying Qi Colm O’hUigin

Ragon Institute Florencia Pereyra Bruce Walker Univ. Lausanne Paul McLaren Jacques Fellay Microsoft David Heckerman Jonathan Carlson Simon Fraser Univ. Zabrina Brumme Oxford Univ. Philip Goulder

HIV Cohorts MACS Steven Wolinsky SHCS Amalio Telenti SCOPE Steve Deeks, Peter Hunt IHCC Bruce Walker MHCS Jim Goedert USMNHS Amy Wientrob ALIVE Greg Kirk SFCCC Susan Buchbinder