Cited by 110Atrial Fibrillation Management and OutcomesGenetic Associations and EpidemiologyCardiac electrophysiology and arrhythmias

Twelve-single nucleotide polymorphism genetic risk score identifies individuals at increased risk for future atrial fibrillation and stroke

Open access
Tada, Hayato, Shiffman, Dov, Smith, J. Gustav, Sjögren, Marketa, Lubitz, Steven A., Ellinor, Patrick T., Louie, Judy Z., Catanese, Joseph J. +4 more·2014·Stroke

Abstract

Background and Purpose—: Atrial fibrillation (AF) is prevalent and there is a clinical need for biomarkers to identify individuals at higher risk for AF. Fixed throughout a life course and assayable early in life, genetic biomarkers may meet this need. Here, we investigate whether multiple single nucleotide polymorphisms together as an AF genetic risk score (AF-GRS) can improve prediction of one’s risk for AF. Methods—: In 27 471 participants of the Malmö Diet and Cancer Study, a prospective, community-based cohort, we used Cox models that adjusted for established AF risk factors to assess the association of AF-GRS with incident AF and ischemic stroke. Median follow-up was 14.4 years for incident AF and 14.5 years for ischemic stroke. The AF-GRS comprised 12 single nucleotide polymorphisms that had been previously shown to be associated with AF at genome-wide significance. Results—: During follow-up, 2160 participants experienced a first AF event and 1495 had a first ischemic stroke event. Participants in the top AF-GRS quintile were at increased risk for incident AF (hazard ratio, 2.00; 95% confidence interval, 1.73–2.31; P =2.7×10 –21 ) and ischemic stroke (hazard ratio, 1.23; 95% confidence interval, 1.04–1.46; P =0.02) when compared with the bottom quintile. Addition of the AF-GRS to established AF risk factors modestly improved both discrimination and reclassification ( P <0.0001 for both). Conclusions—: An AF-GRS can identify 20% of individuals who are at ≈2-fold increased risk for incident AF and at 23% increased risk for ischemic stroke. Targeting diagnostic or therapeutic interventions to this subset may prove clinically useful.

AI snapshot

Written from the paper’s full text.

TL;DR

A 12-SNP atrial fibrillation genetic risk score (AF-GRS) was associated with incident AF and ischemic stroke in a large Swedish prospective cohort. The top AF-GRS quintile had about two-fold higher AF risk and 23% higher ischemic stroke risk than the bottom quintile.

Key findings

  • Among 27,471 Malmö Diet and Cancer Study participants, 2,160 had incident AF and 1,495 had incident ischemic stroke over median follow-up of 14.4 and 14.5 years, respectively.
  • Top vs bottom AF-GRS quintile: incident AF HR = 2.00 (95% CI 1.73–2.31; P=2.7×10−21); incident ischemic stroke HR = 1.23 (95% CI 1.04–1.46; P=0.015 in Results; abstract reports P=0.02).
  • Adding AF-GRS to established AF risk factors modestly improved discrimination (c-statistic 0.735 to 0.738; P<0.0001) and reclassification (continuous NRI = 0.225; 95% CI 0.187–0.323; P<0.0001).
  • For likely cardioembolic stroke, top vs bottom AF-GRS quintile HR = 1.81 (95% CI 1.20–2.73; P=0.005; Ptrend=0.009); adding AF-GRS to CHADS2 improved reclassification (continuous NRI = 0.166; 95% CI 0.0175–0.315; P=0.03).

Methods

  • Prospective, community-based cohort: Malmö Diet and Cancer Study, participants enrolled 1991–1996; 27,471 included after exclusions for missing/poor DNA, prevalent AF, and loss to follow-up.
  • AF-GRS was a weighted sum of 12 SNPs previously associated with AF at genome-wide significance, using published minor-allele risk estimates as weights.
  • Cox proportional hazards models adjusted for age, sex, BMI, systolic and diastolic blood pressure, antihypertensive use, current smoking, diabetes, coronary events, and heart failure; outcomes ascertained from Swedish registers, with AF validation reported at 94% and ischemic stroke validated in the Malmö stroke registry.

Limitations

  • Stated: the cohort was Swedish middle-aged to elderly individuals, so generalizability to other ethnicities or age groups is uncertain; stroke subtype information was insufficient for validated cardioembolic stroke; the SNP panel focused on AF loci and omitted SNPs for AF risk factors such as blood pressure or BMI; family history of AF was not routinely available; AF incidence may be underestimated because ICD codes came from hospitalized participants and asymptomatic AF is often undiagnosed.
  • Evident: this is an observational cohort, so the clinical benefit of targeting diagnostic or therapeutic interventions to high AF-GRS individuals was not tested.
  • Evident: AF-GRS weights were derived from external published studies rather than estimated solely within this cohort.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1161/strokeaha.114.006072

Cites

41 of 41 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 21 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    Participants in the top AF-GRS quintile had a two-fold greater risk of incident AF compared with those in the bottom quintile (HR = 2.00; 95%CI 1.73 to 2.31; P=2.7×10−21).

    “Participants in the top AF-GRS quintile were at increased risk for incident AF (HR = 2.00; 95%CI = 1.73 to 2.31; P=2.7×10−21)”
    • Also stated in: § A multi-locus AF-GRS and risk for incident AF · plain
      “those in the top quintile of AF-GRS had a two-fold greater risk of incident AF compared with those at the bottom quintile (HR = 2.00; 95%CI 1.73 to 2.31, P=2.7×10−21)”
    Quote in the paperSubstantial claim
  • Findingown data

    The AF-GRS comprising 12 SNPs is associated with incident AF after adjustment for established AF risk factors.

    “The AF-GRS was associated with incident AF (Table 3, Ptrend =1.8×10−28) after adjusting for age, sex, BMI, systolic and diastolic blood pressure, use of antihypertensive medication, smoking, diabetes, coronary events, and heart failure”
    • Also stated in: § Discussion · plain
      “We found that an AF-GRS comprising 12 SNPs was associated with incident AF and ischemic stroke, even after accounting for non-genetic risk factors including age and hypertension.”
    Quote in the paperSubstantial claim
  • Findingown data

    Participants in the top AF-GRS quintile had about 23% greater risk of ischemic stroke compared with those in the bottom quintile (HR = 1.23; 95%CI 1.04 to 1.46; P=0.015).

    “Those in the top quintile of the AF-GRS, had about 23% greater risk of ischemic stroke compared with those in the bottom quintile (HR = 1.23; 95%CI 1.04 to 1.46, P=0.015).”
    • Also stated in: § Results · plain
      “and ischemic stroke (HR = 1.23; 95%CI = 1.04 to 1.46; P=0.02)”
    Quote in the paperSubstantial claim
  • Findingown data

    The AF-GRS is associated with incident ischemic stroke after adjustment for established AF risk factors.

    “The AF-GRS was associated with incident ischemic stroke (Table 3, Ptrend=0.02) after adjusting for age, sex, BMI, systolic and diastolic blood pressure, use of antihypertensive medication, smoking, diabetes, coronary events, and heart failure”
    • Also stated in: § Discussion · plain
      “We found that an AF-GRS comprising 12 SNPs was associated with incident AF and ischemic stroke, even after accounting for non-genetic risk factors including age and hypertension.”
    Quote in the paperSubstantial claim
  • Findingown data

    Addition of the AF-GRS to established AF risk factors modestly improved discrimination (c-statistic increased from 0.735 to 0.738; P<0.0001).

    “The c-statistic for the established risk factors model was 0.735, and increased to 0.738 (P<0.0001) after the addition of the AF-GRS to the model.”
    • Also stated in: § Results · plain
      “Addition of the AF-GRS to established AF risk factors modestly improved both discrimination and reclassification (P<0.0001 for both).”
    Quote in the paperSubstantial claim
  • May combine two claims. 5
  • Classified as probably not a substantial claim. 7
  • May combine two claims.

    Interpretationown data

    An AF-GRS can identify 20% of individuals who are at approximately two-fold increased risk for incident AF and at 23% increased risk for ischemic stroke.

    “An AF-GRS can identify 20% of individuals who are at approximately two-fold increased risk for incident AF and at 23% increased risk for ischemic stroke.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductcitation

    Asymptomatic AF is often undiagnosed and is likely underdiagnosed in this study.

    “Asymptomatic AF is often undiagnosed41 and is likely underdiagnosed in this study as well.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [41] Charitos EI Pürerfellner H Glotzer TV Ziegler PD Clinical Classifications of Atrial Fibrillation Poorly Reflect its Temporal Persistence: Insights From 1195 Patients Continuously Monitored with Implantable Devices. J Am Coll Cardiol 2014 63 2840 2848 24814497 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The SNP panel focused on genetic loci thought to be directly associated with AF and did not include SNPs associated with AF risk factors such as blood pressure or BMI.

    “Also our SNP panel focused on genetic loci thought to be directly associated with AF and did not include SNPs associated with AF risk factors such as blood pressure or BMI.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationnone given

    The clinical value of using genetic markers to identify asymptomatic individuals at high risk for AF depends on the availability of an effective intervention that can alter health outcomes.

    “The clinical value of using genetic markers to identify a subset of asymptomatic individuals at high risk for AF will depend on the availability of an effective intervention (diagnostic or therapeutic) that, when implemented in those at a high genetic risk, can alter health outcomes.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    An AF-GRS based on 12 SNPs can identify a subset of the population at more than two-fold increased risk for AF and ~25% increased risk for ischemic stroke.

    “In conclusion, an AF-GRS based on 12 SNPs can identify a subset of the population at more than two-fold increased risk for AF and ~25% increased risk for ischemic stroke.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Information about family history of AF was not routinely available for this cohort.

    “And information about family history of AF was not routinely available for this cohort.40”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [40] Lubitz SA Yin X Fontes JD Magnani JW Rienstra M Pai M Association between familial atrial fibrillation and risk of new-onset atrial fibrillation. JAMA 2010 304 2263 2269 21076174 PMC3073054 source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductnone given

    To obtain unbiased estimates of the c-statistics, the data were randomly split into equal sized training and test sets.

    “To obtain unbiased estimates of the c-statistics, the data were randomly split into equal sized training and test sets.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    The association analyses used Cox models that adjusted for established AF risk factors.

    “we used Cox models that adjusted for established AF risk factors to assess the association of AF-GRS with incident AF and ischemic stroke.”
    • Also stated in: § Statistical Analysis · plain
      “The association of each SNP with incident AF was assessed from Cox proportional hazards regression models that were adjusted for age, sex, BMI, systolic and diastolic blood pressure, use of antihypertensive medications, current smoking, prevalent diabetes, coronary events, and heart failure.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    None of the 12 SNPs deviated from Hardy-Weinberg equilibrium assumptions (P>0.1).

    “None of the 12 SNPs deviated from Hardy-Weinberg equilibrium assumptions (P>0.1).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Lubitz et al. found that an AF-GRS comprising 12 SNPs was associated with AF in populations of European descent and in a case-control study of a Japanese population.

    “They found that this AF-GRS was associated with AF in populations of European descent as well as in a case-control study of a Japanese population, thus providing support for the notion that an AF-GRS could be used in diverse ethnic settings.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [37] Lubitz SA Lunetta KL Lin H Arking DE Trompet S Li G Novel genetic markers associate with atrial fibrillation risk in europeans and Japanese. J Am Coll Cardiol 2014 63 1200 1210 24486271 PMC4009240 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationcitation

    The association of an AF-GRS in a Japanese population could indicate that an AF-GRS would be useful in other populations.

    “However, the association of an AF-GRS in a Japanese population could indicate that an AF-GRS would be useful in other populations.37”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [37] Lubitz SA Lunetta KL Lin H Arking DE Trompet S Li G Novel genetic markers associate with atrial fibrillation risk in europeans and Japanese. J Am Coll Cardiol 2014 63 1200 1210 24486271 PMC4009240 source

      Not checked in the free run.

11 of 11
  • The paper relies on this without support.

    Genetic biomarkers are fixed throughout a life course and assayable early in life.

    “Fixed throughout a life course and assayable early in life, genetic biomarkers may meet this need.”
  • The paper relies on this without support.

    There is a clinical need for biomarkers to identify individuals at higher risk for AF.

    “Atrial fibrillation (AF) is prevalent and there is a clinical need for biomarkers to identify individuals at higher risk for AF.”
2 of 2

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Reported NRI disagrees with the stated reclassification percentages

    Major

    The stated percentages imply an event contribution of 54% − 46% = 8% and a nonevent contribution of 59% − 41% = 18%, for a continuous NRI of 0.26, not 0.225. Rounding the percentages to whole numbers cannot account for the difference.

1 of 1

Cites

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Research works printed but not linked: 1

  1. 10.1007/s10654-009-9404-1 · DOI · Paper page

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Authors
Tada, H., Shiffman, D., Smith, J. G., Sjögren, M., Lubitz, S. A., Ellinor, P. T., Louie, J. Z., Catanese, J. J., Engström, G., Devlin, J. J., Kathiresan, S., & Melander, O.
Affiliations
Broad Institute (US)
Venue
Stroke
Published
2014-10
Volume
45
Issue
10
Pages
2856-2862
ISSN
  • 0039-2499 (ISSN-L)
  • 1524-4628
OpenAlex
W2168489193
Cited by
110
References
41
Citations by year
2026: 3 · 2025: 4 · 2024: 7 · 2023: 6 · 2022: 7 · 2021: 11 · 2020: 7 · 2019: 7 · 2018: 9 · 2017: 14 · 2016: 22 · 2015: 11 · 2014: 2
FWCI
11.20
Type
journal article
Language
en
Open access
Locations
  • Stroke (publishedVersion)
  • PubMed (publishedVersion)
  • Europe PMC (PubMed Central) (acceptedVersion)
  • PubMed Central (acceptedVersion)
  • Lund University Publications (Lund University) (submittedVersion)
Funders
  • Novo Nordisk Fonden (NNF14OC0009819, NNF13OC0005339)
  • National Heart, Lung, and Blood Institute (K23HL114724)
Topics
  • Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Atrial Fibrillation Management and Outcomes
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
  • Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiac electrophysiology and arrhythmias
Keywords
atrial fibrillation, polygenic risk score, single nucleotide polymorphisms, ischemic stroke, genetic biomarkers, risk prediction, risk reclassification, Malmö Diet and Cancer Study, genome-wide association study
MeSH terms
Aged, Atrial Fibrillation, Female, Genotype, Humans, Male, Middle Aged, Prospective Studies, Risk Factors, Cohort Studies, Proportional Hazards Models, Genetic Predisposition to Disease, Stroke, Polymorphism, Single Nucleotide, Multiplex Polymerase Chain Reaction

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