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



Prins BP1, 2 ; Abbasi A1, 3, 4 ; Wong A5, 6 ; Vaez A1, 7 ; Nolte I1 ; Franceschini N8 ; Stuart PE9 ; Guterriez Achury J10 ; Mistry V11, 12 ; Bradfield JP13 ; Valdes AM14 ; Bras J15 ; Shatunov A16 ; Lu C29 Show All Authors
Authors
  1. Prins BP1, 2
  2. Abbasi A1, 3, 4
  3. Wong A5, 6
  4. Vaez A1, 7
  5. Nolte I1
  6. Franceschini N8
  7. Stuart PE9
  8. Guterriez Achury J10
  9. Mistry V11, 12
  10. Bradfield JP13
  11. Valdes AM14
  12. Bras J15
  13. Shatunov A16
  14. Lu C29
  15. Han B30
  16. Raychaudhuri S30, 31, 32, 33, 34
  17. Bevan S17
  18. Mayes MD18
  19. Tsoi LC9, 35
  20. Evangelou E20, 36
  21. Nair RP9
  22. Grant SFA13, 37
  23. Polychronakos C38
  24. Radstake TRD39
  25. Van Heel DA12
  26. Dunstan ML26
  27. Wood NW23
  28. Alchalabi A16, 40
  29. Dehghan A41
  30. Hakonarson H13, 37
  31. Markus HS17
  32. Elder JT9
  33. Knight J5, 42, 43, 44
  34. Arking DE24
  35. Spector TD45
  36. Koeleman BPC46
  37. Van Duijn CM41
  38. Martin J19
  39. Morris AP21, 47
  40. Weersma RK48
  41. Wijmenga C10
  42. Munroe PB27, 49
  43. Perry JRB3
  44. Pouget JG5, 42, 43
  45. Jamshidi Y50
  46. Snieder H1
  47. Alizadeh BZ1, 48
Show Affiliations
Authors Affiliations
  1. 1. Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
  2. 2. Department of Human Genetics, Wellcome Trust Sanger Institute, Hinxton, United Kingdom
  3. 3. MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Addenbrooke’s Hospital, Cambridge, United Kingdom
  4. 4. Department of Internal Medicine, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
  5. 5. Institute of Medical Sciences, University of Toronto, Toronto, ON, Canada
  6. 6. Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
  7. 7. School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
  8. 8. Department of Epidemiology, University of North Carolina, Chapel Hill, NC, United States
  9. 9. Department of Dermatology, Veterans Affairs Hospital, University of Michigan, Ann Arbor, MI, United States
  10. 10. Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, Netherlands
  11. 11. Metabolic Research Laboratories, Wellcome Trust–MRC Institute of Metabolic Science, Addenbrooke’s Hospital, University of Cambridge, Cambridge, United Kingdom
  12. 12. Blizard Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
  13. 13. Center for Applied Genomics, Division of Human Genetics, Children’s Hospital of Philadelphia, Philadelphia, United States
  14. 14. Department of Academic Rheumatology, University of Nottingham, Nottingham, United Kingdom
  15. 15. Department of Molecular Neuroscience, Institute of Neurology, London, United Kingdom
  16. 16. Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
  17. 17. Neurology Unit, Department of Clinical Neurosciences, University of Cambridge, Cambridge, United Kingdom
  18. 18. Division of Rheumatology and Clinical Immunogenetics, University of Texas Health Science Center at Houston, Houston, TX, United States
  19. 19. Instituto de Parasitologia y Biomedicina Lopez-Neyra, Consejo Superior de Investigaciones Cientificas, Granada, Spain
  20. 20. Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece
  21. 21. Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
  22. 22. Institut fur Integrative und Experimentelle Genomik, Universitat zu Lubeck, Lubeck, Germany
  23. 23. Department of Molecular Neuroscience, UCL Institute of Neurology, London, United Kingdom
  24. 24. McKusick-Nathans Institute of Genetic Medicine and Department of Medicine, Division of Cardiology, Johns Hopkins University School of Medicine, Baltimore, MD, United States
  25. 25. NHLBI’s Framingham Heart Study, Center for Population Studies and Harvard Medical School, Framingham, MA, United States
  26. 26. Institute of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom
  27. 27. NIHR Barts Cardiovascular Biomedical Research Unit, William Harvey Research Institute, Queen Mary University of London, London, United Kingdom
  28. 28. MRC Centre for Neuropsychiatric Genetics and Genomics, Institute of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, United Kingdom
  29. 29. Department of Biostatistics, Boston University School of Public Health, Boston, MA, United States
  30. 30. Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, United States
  31. 31. Division of Genetics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
  32. 32. Division of Rheumatology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
  33. 33. Partners HealthCare Center for Personalized Genetic Medicine, Boston, MA, United States
  34. 34. Faculty of Medical and Human Sciences, University of Manchester, Manchester, United Kingdom
  35. 35. Department of Biostatistics, University of Michigan, Ann Arbor, MI, United States
  36. 36. Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom
  37. 37. Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, United States
  38. 38. Endocrine Genetics Research Institute, McGill University Health Center, Montreal, QC, Canada
  39. 39. Department of Rheumatology & Clinical Immunology and Laboratory of Translational Immunology, University Medical Center Utrecht, Utrecht, Netherlands
  40. 40. Complex Disease Genetics, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, United States
  41. 41. Department of Epidemiology, Erasmus University Rotterdam, University Medical Centre Rotterdam, Rotterdam, Netherlands
  42. 42. Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, ON, Canada
  43. 43. Department of Psychiatry, University of Toronto, Toronto, ON, Canada
  44. 44. Biostatistics Division, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
  45. 45. Department of Twin Research and Genetic Epidemiology, King’s College London, London, United Kingdom
  46. 46. Complex Genetic Section, Department of Medical Genetics, University Medical Center Utrecht, Utrecht, Netherlands
  47. 47. Department of Biostatistics, University of Liverpool, Liverpool, United Kingdom
  48. 48. Department of Gastroenterology and Hepatology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
  49. 49. Clinical Pharmacology, William Harvey Research Institute, Barts and the London School of Medicine, Queen Mary University of London, London, United Kingdom
  50. 50. Cardiogenetics Lab, Cardiovascular and Cell Sciences Institute, St George’s Hospital Medical School, London, United Kingdom

Source: PLoS Medicine Published:2016


Abstract

Background: C-reactive protein (CRP) is associated with immune, cardiometabolic, and psychiatric traits and diseases. Yet it is inconclusive whether these associations are causal. Methods and Findings: We 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. Conclusions: Genetically 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. © 2016 Prins et al.
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