Defining the spectrum of alleles that contribute to blood lipidconcentrations in humansSekar Ka, Kiran Musunuruand Marju Orho-Melander
aCardiovascular Disease Prevention Center, Cardiology
Division, Massachusetts General Hospital, Boston,
Recently, genome-wide genetic screening of common DNA sequence variants has
Massachusetts, USA, bThe Johns Hopkins CiccaronePreventive Cardiology Center, Baltimore, Maryland,
proven a successful approach to identify novel genetic contributors to complex traits.
USA and cDepartment of Clinical Sciences, Diabetes
This review summarizes recent genome-wide association studies for lipid phenotypes,
and Endocrinology, University Hospital Malmo¨, LundUniversity Malmo¨, Sweden
and evaluates the next steps needed to obtain a full picture of genotype–phenotypecorrelation and apply these findings to inform clinical practice.
Correspondence to Sekar Kathiresan, MD,Cardiovascular Disease Prevention Center, Cardiology
Division, Massachusetts General Hospital, 25 New
So far, genome-wide association studies have defined at least 19 genomic regions that
Chardon Street, Suite 301, Boston, MA 02114, USATel: +1 617 726 1843; fax: +1 617 726 2203;
contain common DNA single nucleotide polymorphisms associated with LDL
cholesterol, HDL cholesterol and/or triglycerides. Of these, eight represent novel loci inhumans, whereas 11 genes have been previously implicated in lipoprotein metabolism.
Correspondence to Marju Orho-Melander, PhD,
Many of the same loci with common variants have already been shown to lead to
Department of Clinical Sciences, Diabetes andEndocrinology, CRC House 91, floor 12,
monogenic lipid disorders in humans and/or mice, suggesting that a spectrum of
common and rare alleles at each validated locus contributes to blood lipid
Tel: +46 40 391210; fax: +46 40 391222;e-mail:
concentrations. SummaryAt least 19 loci harbor common variations that contribute to blood lipid concentrations in
Current Opinion in Lipidology 2008, 19:122–127
humans. Larger scale genome-wide association studies should identify additional loci,and sequencing of these loci should pinpoint all relevant alleles. With a full catalog ofDNA polymorphisms in hand, a panel of lipid-related variants can be studied to provideclinical risk stratification and targeting of therapeutic interventions.
Keywordscomplex trait genetics, genome-wide association, HDL cholesterol, LDL cholesterol,single nucleotide polymorphism, triglycerides
Curr Opin Lipidol 19:122–127ß 2008 Wolters Kluwer Health | Lippincott Williams & Wilkins
regating in the human population may contribute to
complex trait variation. Recently, it has become possible
Blood concentrations of LDL cholesterol, HDL choles-
to conduct large-scale genome-wide screens of common
terol and triglycerides have a strong inherited basis .
DNA sequence variants for a role in cholesterol and
Over one-half of the inter-individual variability in lipid
triglyceride level variation Over the past 3 years,
and lipoprotein levels is due to the combined effect of
and in particular during the last year, the genome-
genes. Unbiased phenotype-driven genetic screens
wide association (GWA) study approach has been suc-
have been previously possible for monogenic traits that
cessfully applied to identify dozens of new, reproducible
segregate in a Mendelian fashion Such screens for
associations for complex traits including age-related
monogenic lipid disorders in humans or mice have
macular degeneration electrocardiographic QT inter-
successfully isolated many genes important for lipopro-
val inflammatory bowel disease type 2 diabetes
tein metabolism A recent case in point is the isolation
of proprotein covertase subtilisin kexin type 9 (PCSK9) as
a causal gene for autosomal dominant hypercholesterol-emia
The current review summarizes what has been learned
Most of the variation in cholesterol and triglyceride levels
from recent GWA screens for LDL cholesterol, HDL
in humans is, however, not monogenic but instead poly-
cholesterol and triglyceride concentrations, and looks
genic and, as such, the causes of polygenic dyslipidemia
forward to the next steps to obtain a fuller understanding
remain uncertain. Common DNA sequence variants seg-
0957-9672 ß 2008 Wolters Kluwer Health | Lippincott Williams & Wilkins
Copyright Lippincott Williams & Wilkins. Unauthorized reproduction of this article is prohibited.
Blood lipid concentrations in humans Kathiresan et al.
genes implicated in lipoprotein metabolism but without
prior evidence for common SNPs that influence lipid
Four recent GWA study papers have identified eight new
levels, and (iii) gene regions previously implicated in
gene regions associated with LDL cholesterol, HDL
lipoprotein metabolism and shown to harbor common
cholesterol and/or triglycerides in humans
SNPs associated with lipid levels. An example of a new
(Additionally, these papers confirmed prior
gene region is a locus for LDL cholesterol on chromo-
evidence for 11 other gene regions. Combined with
some 1p13 near the genes CESLR2, PSRC1 and SORT1
another recent discovery based on sequencing at the
In terms of effect size, this is the strongest
ANGPTL4 gene there are now at least 20 gene regions
new locus identified for LDL cholesterol with each copy
with compelling statistical evidence for common single
of the variant allele decreasing LDL cholesterol by
nucleotide polymorphisms (SNPs) that affect lipid and
lipoprotein levels. Eighteen of the loci are listed in Table 2of reference chromosome 12q24 near MVK/MMAB
For some genes like LDL receptor (LDLR), 3-hydroxy-3-
methylglutaryl-coenzyme A reductase (HMGCR) andendothelial lipase (LIPG), their roles in cholesterol metab-
The designs of the four GWA studies are largely similar
olism have been well defined, but less certain has been the
with genome-wide genotyping in an initial discovery
existence of common variants in these genes that could
sample followed by replication genotyping of selected
be associated with lipid concentrations. GWA studies have
SNPs in independent samples. In each study, a minimum
now provided compelling evidence for common variants in
of several hundred thousand SNPs were studied, and, in
these genes, e.g. a common intronic SNP in HMGCR was
two of the studies, around 2.2 million SNPs were studied
associated with LDL cholesterol, with a 4 mg/dl difference
after using statistical imputation to augment genotyped
across the homozygote classes Inadequate statistical
SNPs. Across the four studies, the range of individuals
power and insufficient genomic coverage may be two of the
studied was 1005–8816 in the discovery phase and
reasons why prior candidate gene work focused on
10 536–18 554 in the replication phase. Specific SNP
these genes did not clearly identify the variants found
alleles were correlated to the levels of lipid trait values
using linear regression. To reduce the probability of falsepositive associations, a stringent statistical threshold on the
Finally, GWA studies have provided confirmation for
order of P < 5 Â 10À8 (a so-called ‘genome-wide signifi-
several loci with considerable prior evidence for common
cance’ threshold) has been required for GWAS studies
variants. These variants include a common missense
A rationale for this threshold has been that this
variant in LPL a common coding mutation in APOB
represents a Bonferroni correction for the statistical burden
, and a common promoter variant in CETP ,
imposed by testing all common variants in the genome
(estimated at 1 000 000 independent tests) Each ofthe reported associations at the eight new loci hasexceeded genome-wide significance (
Findings from the genome-wide associationstudies
The SNP association findings from the GWA studies fall
What has been learned? First and probably most impor-
into three categories: (i) those in gene regions not pre-
tant is the discovery of association with genes or gene
viously implicated in lipoprotein metabolism, (ii) those in
regions previously unsuspected to play a role in lipoprotein
Table 1 Eight new genomic loci associated with LDL cholesterol, HDL cholesterol and/or triglycerides
a Statistical evidence for association as reported in Kathiresan et al. for all loci except rs10774708 where the evidence from Willer et al. ispresented.
bFor each new locus, the associated interval was defined in the following manner. For each index SNP, we identified the SNP furthest upstream (SNP 1)with which there was at least modest linkage disequilibrium (r2 > 0.2) and we identified the SNP furthest downstream (SNP 2) with which there was atleast modest linkage disequilibrium (r2 > 0.2). The region spanning SNP 1 and SNP 2 was defined as the associated interval. SNP, single nucleotide polymorphism.
Copyright Lippincott Williams & Wilkins. Unauthorized reproduction of this article is prohibited.
metabolism. For example, a SNP around 36 kb down-
enzyme has led to a more profound effect on LDL
stream of tribbles 1 (TRIB1) is strongly associated with
not only triglycerides, but also LDL cholesterol and HDLcholesterol levels In fact, the variant allele isassociated with a very favorable lipid pattern – lower
triglycerides, lower LDL cholesterol and higher HDL
As promising as the early results from GWA studies may
cholesterol TRIB1 is part of the recently identified
be, much work is needed to convert novel associations
tribbles family of proteins with a reported role in regulating
into mechanistic insights and potential clinical appli-
mitogen-activated protein kinase activity The mech-
cation First, many of the lipid-associated loci contain
anism by which variation in the genomic region near
more than a single gene, and the full spectrum of com-
TRIB1 influences lipid levels clearly deserves further
mon and rare variants in each locus remains undefined.
Thus, we need to unambiguously identify the causalgene(s) in each locus as well as the full complement of
Second, searching for common variants appears to be a
robust approach to identify the relevant players in lipo-protein metabolism. Among the 20 loci with common
Deep sequencing in the associated genomic regions can
variants are genes encoding proteins involved in the entire
identify the causal gene and the full spectrum of variants.
cascade of formation and metabolism of lipoprotein
Sequencing may pinpoint the causal gene by identifying
‘smoking gun’-coding causal mutations (e.g. nonsense
(HMGCR), structural proteins (the apolipoproteins B
mutations). In addition, sequencing should reveal the
and E), lipid transfer proteins (CETP), hydrolytic enzymes
full spectrum of potential causal variants including:
(lipoprotein lipase, hepatic lipase, and endothelial lipase)
(i) additional common variants, (ii) less common variants
and lipoprotein receptors (LDLR), among others
with potentially greater effect size (e.g. variants with an
These observations suggest that the newly identified
allele frequency between 1 and 5%), and (iii) rare
loci should also contain genes encoding proteins with
mutations private to one or a few individuals. For example,
significant biologic roles in lipoprotein metabolism. In
addition, many large-scale GWA studies involving popu-
sequenced individuals from a community-based multi-
lation-based cohorts are under way (e.g. the Framingham
ethnic cohort – the Dallas Heart Study – to find two
Heart Study and the Atherosclerosis Risk in Communities
nonsense mutations in blacks and four missense mutations
study) and it is highly likely that additional loci will be
(one in whites and three in blacks) that were associated
identified when these studies are completed.
with LDL cholesterol level. Sequencing of the ABCA1gene in the Dallas Heart Study and in a Danish population-
Third, many of the loci important in the regulation of
based sample has similarly revealed that a spectrum
lipoprotein metabolism seem to harbor both rare mutations
of common and rare alleles at ABCA1 influence HDL
that lead to Mendelian syndromes and common variants.
Of the 20 loci with common variants, 10 have beenpreviously shown to lead to monogenic syndromes in
Second, the mechanisms by which the causal genes and
variants contribute to phenotype remain to be addressed.
Recently, a variety of genetic techniques have been used
to quickly move from genomic localization to mechanistic
This fact strongly nominates the remaining loci, most of
insights. PCSK9 is again a case in point. After the
which are novel, as strong candidates for Mendelian dys-
discovery of PCSK9 in 2003 through a linkage screen for
research groups overexpressed PCSK9 in wild-type mouse
Finally, several targets for lipid-lowering therapy (either
liver via tail vein injection of recombinant adenoviruses
established or emerging) are encoded by genes which
bearing the gene . Plasma LDL cholesterol and
contain common variants that influence lipid levels.
total cholesterol levels were found to be significantly
increased in animals receiving the PCSK9 vectors com-
and PCSK9 Thus, gene products at some of the
pared with animals receiving control vectors. Such an
newly identified loci may prove useful drug targets as
approach established that gain of function at PCSK9 led
well. It is important to note that the effect sizes of the
to increased cholesterol. PCSK9 null mice have lower total
common alleles at these loci are modest; however, this
cholesterol levels than wild-type mice Alternatively,
does not detract from a gene’s potential relevance as a
injection of synthetic short interfering ribonucleic acids
drug target. The common variant at HMGCR confers only
(siRNAs) has been used to target candidate genes and
a modest effect (4 mg/dl difference across the homozy-
establish the effect of a loss of function. Administration of
gote classes), but pharmacologic inhibition of this
siRNAs against APOB reduced the levels of both total and
Copyright Lippincott Williams & Wilkins. Unauthorized reproduction of this article is prohibited.
Blood lipid concentrations in humans Kathiresan et al.
LDL cholesterol in mice and nonhuman primates
dyslipidemia, thus opening new potential for preventive
Thus, the application of these genetic techniques at
the newly associated loci is a viable strategy to validatepositional candidate genes at the loci.
For specific clinical applications, a panel of lipid-relatedpolymorphism may prove useful. A key unanswered
Finally, can knowledge of alleles related to lipids and
question in the primary prevention of cardiovascular
lipoproteins be clinically useful? Early evidence suggests
disease is the appropriate targeting of effective preven-
that there may be clinical utility in selected applications.
tive interventions like statins. Specifically, should
A key observation here is that multiple common alleles
statins be started at an early age in some individuals
seem to contribute in an additive fashion to polygenic
and, if so, how should these individuals be identified?
dyslipidemia and, consequently, risk for cardiovascular
The cumulative effect of long-term exposure to elevated
disease. Spirin et al. evaluated seven genes related to
LDL cholesterol concentration is a key determinant of
HDL cholesterol and found that the combination of
atherosclerosis and, as such, lifelong reductions in LDL
alleles from four SNPs could stratify individuals across
cholesterol levels using tailored dietary recommen-
a range of around 8 mg/dl of HDL cholesterol. Willer et al.
dations or early use of statins may be critical to reduce
validated nine SNPs for an effect on LDL cho-
lesterol and asked whether these SNPs affected risk of
hypothesis that merits testing is that young individuals
coronary artery disease in an independent case–control
who are dyslipidemic based on a collection of
association study. Remarkably, seven of nine SNPs were
common genetic variants may derive the greatest benefit
nominally associated (P < 0.05) with increased risk of
from the early use of statins. Clinical trials are needed to
coronary artery disease and in each instance the LDL-
test such a hypothesis and demonstrate that manage-
raising allele was over-represented in cases compared
ment using a set of genotypes can improve outcomes.
Such trials are needed prior to use of genotypes inclinical practice.
Our group recently showed that the additive effect of fivecommon variants related to LDL cholesterol can stratifyindividuals across a range from 151 to 170 mg/dl and that
four common variants related to HDL cholesterol can
GWA studies have ushered in a new phase in the studies
stratify from 51 to 60 mg/dl We constructed a
of human genetic variation – that of phenotype-driven
genotype score derived from these nine variants and
screens using common variants to identify novel contri-
evaluated whether this genotype score can be useful
butors to human disease. The GWA study approach has
in the prediction of cardiovascular disease. In a sample
proven particularly robust for blood lipid traits, and
of 5414 individuals free of cardiovascular disease at
investigators have identified and/or confirmed 19 loci
baseline and followed for an average of 10.6 years,
with common variants that influence the blood level of
genotype score predicted incident cardiovascular dis-
LDL cholesterol, HDL cholesterol and/or triglycerides.
ease. Notably, genotype score remained an independent
Deep sequencing at the new loci and functional studies
predictor even after accounting for the baseline level
involving positional candidate genes in the associated
of blood lipids. As this effort was prior to the recent
regions are needed to identify the full collection of causal
discoveries from GWA studies, there is optimism that
genes and variants and drive new mechanistic insights.
with the full spectrum of variants at each of more than
With the full collection of causal DNA sequence variants
19 loci in hand, there will be further improvement in risk
in hand, it may be possible to define individuals at
increased risk for cardiovascular disease and test whethergenotype-driven targeting of therapeutic interventions
Why might one want to use genetic variants for stratifica-
can effectively reduce their risk for disease.
tion if we can already do so by measuring the lipid levelsin the blood? This is because gene variants seem toprovide
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Learning for Life EAST ADELAIDE SCHOOL NEWSLETTER Week 6 Term 1 8th March 2013 Address: Second Avenue, St Peters SA 5069 East Adelaide School Website: http://eas.schoolconnect.com.au/ Department of Education and Child Development (DECD) Website: http://www.decd.sa.gov.au PRINCIPAL: VICKI STRAVINSKI DEPUTY PRINCIPAL: DORA IULIANO SENIOR LEADER: LUCIA BALDI