Evidence map›Paper›PMID 27327646›Full record

ArticlePLoS medicine2016

Investigating the Causal Relationship of C-Reactive Protein with 32 Complex Somatic and Psychiatric Outcomes: A Large-Scale Cross-Consortium Mendelian Randomization Study.

Bram P Prins, Ali Abbasi, Anson Wong, Ahmad Vaez, Ilja Nolte, Nora Franceschini, Philip E Stuart, Javier Guterriez Achury, Vanisha Mistry, Jonathan P Bradfield and 51 more

Open access · goldAbstract read
In one paragraph

Article in PLoS medicine, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 110 papers, 14 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
110citing papers in PubMed, 14 pooled it
20.7field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

110 citing papers in PubMed, 14 syntheses or guidelines pooled it, 204 citations in OpenAlex.

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  16. The causal relationships between childhood-onset asthma and major mental disorders: an MR study.European archives of psychiatry and clinical neuroscience · 2026
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50 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

61 authors at 20 institutions in 7 countries.

Bram P PrinsDepartment of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
Ali AbbasiDepartment of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.ORCID 0000-0002-6452-4765
Anson WongInstitute of Medical Sciences, University of Toronto, Toronto, Ontario, Canada.ORCID 0000-0001-7269-9429
Ahmad VaezDepartment of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
Ilja NolteDepartment of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
Nora FranceschiniDepartment of Epidemiology, University of North Carolina, Chapel Hill, North Carolina, United States of America.
Philip E StuartDepartment of Dermatology, Veterans Affairs Hospital, University of Michigan, Ann Arbor, Michigan, United States of America.ORCID 0000-0002-9546-6529
Javier Guterriez AchuryDepartment of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands.
Vanisha MistryMetabolic Research Laboratories, Wellcome Trust-MRC Institute of Metabolic Science, Addenbrooke's Hospital, University of Cambridge, Cambridge, United Kingdom.
Jonathan P BradfieldCenter for Applied Genomics, Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, United States of America.
Ana M ValdesDepartment of Academic Rheumatology, University of Nottingham, Nottingham, United Kingdom.
Jose BrasDepartment of Molecular Neuroscience, Institute of Neurology, London, United Kingdom.
Aleksey ShatunovDepartment of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom.
PAGE Consortium
International Stroke Genetics Consortium
Systemic Sclerosis consortium
Treat OA consortium
DIAGRAM Consortium
CARDIoGRAMplusC4D Consortium
ALS consortium
International Parkinson’s Disease Genomics Consortium
Autism Spectrum Disorder Working Group of the Psychiatric Genomics Consortium
CKDGen consortium
GERAD1 Consortium
International Consortium for Blood Pressure
Schizophrenia Working Group of the Psychiatric Genomics Consortium
Inflammation Working Group of the CHARGE Consortium
Chen LuDepartment of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America.
Buhm HanProgram in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, Massachusetts, United States of America.
Soumya RaychaudhuriProgram in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, Massachusetts, United States of America.
Steve BevanNeurology Unit, Department of Clinical Neurosciences, University of Cambridge, Cambridge, United Kingdom.
Maureen D MayesDivision of Rheumatology and Clinical Immunogenetics, University of Texas Health Science Center at Houston, Houston, Texas, United States of America.
Lam C TsoiDepartment of Dermatology, Veterans Affairs Hospital, University of Michigan, Ann Arbor, Michigan, United States of America.
Evangelos EvangelouDepartment of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece.
Rajan P NairDepartment of Dermatology, Veterans Affairs Hospital, University of Michigan, Ann Arbor, Michigan, United States of America.
Struan F A GrantCenter for Applied Genomics, Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, United States of America.
Constantin PolychronakosEndocrine Genetics Research Institute, McGill University Health Center, Montreal, Quebec, Canada.
Timothy R D RadstakeDepartment of Rheumatology & Clinical Immunology and Laboratory of Translational Immunology, University Medical Center Utrecht, Utrecht, the Netherlands.
David A van HeelBlizard Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom.
Melanie L DunstanInstitute of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom.ORCID 0000-0003-3817-2142
Nicholas W WoodDepartment of Molecular Neuroscience, UCL Institute of Neurology, London, United Kingdom.
Ammar Al-ChalabiDepartment of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom.
Abbas DehghanDepartment of Epidemiology, Erasmus University Rotterdam, University Medical Centre Rotterdam, Rotterdam, the Netherlands.
Hakon HakonarsonCenter for Applied Genomics, Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, United States of America.
Hugh S MarkusNeurology Unit, Department of Clinical Neurosciences, University of Cambridge, Cambridge, United Kingdom.
James T ElderDepartment of Dermatology, Veterans Affairs Hospital, University of Michigan, Ann Arbor, Michigan, United States of America.
Jo KnightInstitute of Medical Sciences, University of Toronto, Toronto, Ontario, Canada.
Dan E ArkingMcKusick-Nathans Institute of Genetic Medicine and Department of Medicine, Division of Cardiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America.
Timothy D SpectorDepartment of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom.
Bobby P C KoelemanComplex Genetic Section, Department of Medical Genetics, University Medical Center Utrecht, Utrecht, the Netherlands.
Cornelia M van DuijnDepartment of Epidemiology, Erasmus University Rotterdam, University Medical Centre Rotterdam, Rotterdam, the Netherlands.
Javier MartinInstituto de Parasitologia y Biomedicina Lopez-Neyra, Consejo Superior de Investigaciones Científicas, Granada, Spain.
Andrew P MorrisWellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom.
Rinse K WeersmaDepartment of Gastroenterology and Hepatology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.
Cisca WijmengaDepartment of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands.
Patricia B MunroeNIHR Barts Cardiovascular Biomedical Research Unit, William Harvey Research Institute, Queen Mary University of London, London, United Kingdom.
John R B PerryMRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom.
Jennie G PougetInstitute of Medical Sciences, University of Toronto, Toronto, Ontario, Canada.
Yalda JamshidiCardiogenetics Lab, Cardiovascular and Cell Sciences Institute, St George's Hospital Medical School, London, United Kingdom.
Harold SniederDepartment of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
Behrooz Z AlizadehDepartment of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
University Medical Center Groningen · NLUniversity of Michigan · USChildren's Hospital of Philadelphia · USKing's College London · GBQueen Mary University of London · GBUniversity of Cambridge · GBBroad Institute · USCentre for Addiction and Mental Health · CAErasmus University Rotterdam · NLUniversity Medical Center Utrecht · NLBoston University · USCardiff University · GBCentre for Human Genetics · GBConsejo Superior de Investigaciones Científicas · ESIsfahan University of Medical Sciences · IRJohns Hopkins University · USMcGill University · CASt George's Hospital · GBThe University of Texas Health Science Center at Houston · USUniversity College London · GB

Funding

THE FRAMINGHAM HEART STUDYN01HC25195 · NHLBI · BOSTON UNIVERSITY MEDICAL CAMPUS · PI RAMACHANDRAN, VASAN S · 2007 to 2014
$83.8M
Type 1 Diabetes Genetics ConsortiumU01DK062418 · NIDDK · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI RICH, STEPHEN S. · 2002 to 2007
$59.8M
Linkage analysis of familial psoriasis(Supplement)R01AR042742 · NIAMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI ELDER, JAMES TILFORD · 1994 to 2021
$10.1M
Genetic and Genomic Dissection of Psoriatic ArthritisR01AR063611 · NIAMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI ELDER, JAMES TILFORD, GLADMAN, DAFNA D · 2012 to 2023
$6.2M
Two-Stage Genome-Wide Association Study in Systemic SclerosisR01AR055258 · NIAMS · UNIVERSITY OF TEXAS HLTH SCI CTR HOUSTON · PI MAYES, MAUREEN MAUREEN · 2008 to 2012
$5.9M
Fine Mapping and Functional Evaluation of Selected Type 1 Diabetes LociDP3DK085708 · NIDDK · CHILDREN'S HOSP OF PHILADELPHIA · PI HAKONARSON, HAKON, POLYCHRONAKOS, CONSTANTIN · 2009 to 2009
$4.8M
Identification of Psoriatic Arthritis Genes in the MHCR01AR050511 · NIAMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI ELDER, JAMES TILFORD · 2004 to 2013
$4.2M
Framingham: Inflammation, Genes &Cardiovascular DiseaseR01HL076784 · NHLBI · BOSTON UNIVERSITY MEDICAL CAMPUS · PI BENJAMIN, EMELIA J. · 2004 to 2008
$3.9M
Combined Analysis of Gene Expression and DNA Variation in PsoriasisR01AR054966 · NIAMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI ELDER, JAMES TILFORD · 2007 to 2011
$3.2M
Aging and Inflammation: Longitudinal Markers and Genetics in the Framingham StudyR01AG028321 · NIA · BOSTON UNIVERSITY MEDICAL CAMPUS · PI BENJAMIN, EMELIA J. · 2006 to 2010
$1.8M
Functional Genomics of PsoriasisR01AR065183 · NIAMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI ELDER, JAMES TILFORD · 2013 to 2016
$1.7M
THE FRAMINGHAM HEART STUDY-N01HC25195-268025195-268025195N01HC025195 · HC · TRUSTEES OF BOSTON UNIVERSITY · PI WOLF, PHILIP A · 2002 to 2006
–
Department of HealthMedical Research Council G1001158Medical Research Council MC-U106179471Medical Research Council MC_UU_12019/1Medical Research Council MR/L501529/1NHLBI NIH HHS HHSN268201500001INHLBI NIH HHS N01 HC025195NHLBI NIH HHS N01HC25195NHLBI NIH HHS R01 HL076784NIAMS NIH HHS R01 AR042742NIAMS NIH HHS R01 AR050511NIAMS NIH HHS R01 AR054966NIAMS NIH HHS R01 AR055258NIAMS NIH HHS R01 AR063611NIAMS NIH HHS R01 AR065183NIA NIH HHS R01 AG028321NIDDK NIH HHS DP3 DK085708NIDDK NIH HHS U01 DK062418Parkinson's UK G-1107Wellcome Trust 076113Wellcome Trust WT098017Wellcome Trust WT098051
6 · The paper itself

Abstract

backgroundC-reactive protein (CRP) is associated with immune, cardiometabolic, and psychiatric traits and diseases. Yet it is inconclusive whether these associations are causal. METHODS AND

findingsWe performed Mendelian randomization (MR) analyses using two genetic risk scores (GRSs) as instrumental variables (IVs). The first GRS consisted of four single nucleotide polymorphisms (SNPs) in the CRP gene (GRSCRP), and the second consisted of 18 SNPs that were significantly associated with CRP levels in the largest genome-wide association study (GWAS) to date (GRSGWAS). To optimize power, we used summary statistics from GWAS consortia and tested the association of these two GRSs with 32 complex somatic and psychiatric outcomes, with up to 123,865 participants per outcome from populations of European ancestry. We performed heterogeneity tests to disentangle the pleiotropic effect of IVs. A Bonferroni-corrected significance level of less than 0.0016 was considered statistically significant. An observed p-value equal to or less than 0.05 was considered nominally significant evidence for a potential causal association, yet to be confirmed. The strengths (F-statistics) of the IVs were 31.92-3,761.29 and 82.32-9,403.21 for GRSCRP and GRSGWAS, respectively. CRP GRSGWAS showed a statistically significant protective relationship of a 10% genetically elevated CRP level with the risk of schizophrenia (odds ratio [OR] 0.86 [95% CI 0.79-0.94]; p < 0.001). We validated this finding with individual-level genotype data from the schizophrenia GWAS (OR 0.96 [95% CI 0.94-0.98]; p < 1.72 × 10-6). Further, we found that a standardized CRP polygenic risk score (CRPPRS) at p-value thresholds of 1 × 10-4, 0.001, 0.01, 0.05, and 0.1 using individual-level data also showed a protective effect (OR < 1.00) against schizophrenia; the first CRPPRS (built of SNPs with p < 1 × 10-4) showed a statistically significant (p < 2.45 × 10-4) protective effect with an OR of 0.97 (95% CI 0.95-0.99). The CRP GRSGWAS showed that a 10% increase in genetically determined CRP level was significantly associated with coronary artery disease (OR 0.88 [95% CI 0.84-0.94]; p < 2.4 × 10-5) and was nominally associated with the risk of inflammatory bowel disease (OR 0.85 [95% CI 0.74-0.98]; p < 0.03), Crohn disease (OR 0.81 [95% CI 0.70-0.94]; p < 0.005), psoriatic arthritis (OR 1.36 [95% CI 1.00-1.84]; p < 0.049), knee osteoarthritis (OR 1.17 [95% CI 1.01-1.36]; p < 0.04), and bipolar disorder (OR 1.21 [95% CI 1.05-1.40]; p < 0.007) and with an increase of 0.72 (95% CI 0.11-1.34; p < 0.02) mm Hg in systolic blood pressure, 0.45 (95% CI 0.06-0.84; p < 0.02) mm Hg in diastolic blood pressure, 0.01 ml/min/1.73 m2 (95% CI 0.003-0.02; p < 0.005) in estimated glomerular filtration rate from serum creatinine, 0.01 g/dl (95% CI 0.0004-0.02; p < 0.04) in serum albumin level, and 0.03 g/dl (95% CI 0.008-0.05; p < 0.009) in serum protein level. However, after adjustment for heterogeneity, neither GRS showed a significant effect of CRP level (at p < 0.0016) on any of these outcomes, including coronary artery disease, nor on the other 20 complex outcomes studied. Our study has two potential limitations: the limited variance explained by our genetic instruments modeling CRP levels in blood and the unobserved bias introduced by the use of summary statistics in our MR analyses.

conclusionsGenetically elevated CRP levels showed a significant potentially protective causal relationship with risk of schizophrenia. We observed nominal evidence at an observed p < 0.05 using either GRSCRP or GRSGWAS-with persistence after correction for heterogeneity-for a causal relationship of elevated CRP levels with psoriatic osteoarthritis, rheumatoid arthritis, knee osteoarthritis, systolic blood pressure, diastolic blood pressure, serum albumin, and bipolar disorder. These associations remain yet to be confirmed. We cannot verify any causal effect of CRP level on any of the other common somatic and neuropsychiatric outcomes investigated in the present study. This implies that interventions that lower CRP level are unlikely to result in decreased risk for the majority of common complex outcomes.

Indexed as

Genome-Wide Association StudyMendelian Randomization AnalysisC-Reactive ProteinGenotypeHeart DiseasesHumansImmune System DiseasesMental DisordersMetabolic DiseasesPolymorphism, Single NucleotideC-Reactive Protein

Identifiers

PMID27327646
PMCPMC4915710
OpenAlexW2474672982

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.