Genomic copy number variants: evidence for association with antibody response to anthrax vaccine adsorbed

Michael I Falola, Howard W Wiener, Nathan E Wineinger, Gary R Cutter, Robert P Kimberly, Jeffrey C Edberg, Donna K Arnett, Richard A Kaslow, Jianming Tang, Sadeep Shrestha, Michael I Falola, Howard W Wiener, Nathan E Wineinger, Gary R Cutter, Robert P Kimberly, Jeffrey C Edberg, Donna K Arnett, Richard A Kaslow, Jianming Tang, Sadeep Shrestha

Abstract

Background: Anthrax and its etiologic agent remain a biological threat. Anthrax vaccine is highly effective, but vaccine-induced IgG antibody responses vary widely following required doses of vaccinations. Such variation can be related to genetic factors, especially genomic copy number variants (CNVs) that are known to be enriched among genes with immunologic function. We have tested this hypothesis in two study populations from a clinical trial of anthrax vaccination.

Methods: We performed CNV-based genome-wide association analyses separately on 794 European Americans and 200 African-Americans. Antibodies to protective antigen were measured at week 8 (early response) and week 30 (peak response) using an enzyme-linked immunosorbent assay. We used DNA microarray data (Affymetrix 6.0) and two CNV detection algorithms, hidden markov model (PennCNV) and circular binary segmentation (GeneSpring) to determine CNVs in all individuals. Multivariable regression analyses were used to identify CNV-specific associations after adjusting for relevant non-genetic covariates.

Results: Within the 22 autosomal chromosomes, 2,943 non-overlapping CNV regions were detected by both algorithms. Genomic insertions containing HLA-DRB5, DRB1 and DQA1/DRA genes in the major histocompatibility complex (MHC) region (chromosome 6p21.3) were moderately associated with elevated early antibody response (β = 0.14, p = 1.78×10(-3)) among European Americans, and the strongest association was observed between peak antibody response and a segmental insertion on chromosome 1, containing NBPF4, NBPF5, STXMP3, CLCC1, and GPSM2 genes (β = 1.66, p = 6.06×10(-5)). For African-Americans, segmental deletions spanning PRR20, PCDH17 and PCH68 genes on chromosome 13 were associated with elevated early antibody production (β = 0.18, p = 4.47×10(-5)). Population-specific findings aside, one genomic insertion on chromosome 17 (containing NSF, ARL17 and LRRC37A genes) was associated with elevated peak antibody response in both populations.

Conclusion: Multiple CNV regions, including the one consisting of MHC genes that is consistent with earlier research, can be important to humoral immune responses to anthrax vaccine adsorbed.

Trial registration: ClinicalTrials.gov NCT00119067.

Conflict of interest statement

Competing Interests: One of the co-authors, Dr. Jianming Tang currently serves as an Associate Editor for PLOS ONE. However, this does not alter the authors’ adherence to all the PLOS ONE policies on sharing data and materials.

Figures

Figure 1. Distribution of insertion and deletion…
Figure 1. Distribution of insertion and deletion CNVs across chromosome 1 among European Americans: a) CNV calls based on the hidden Markov model calling algorithm PennCNV, b) CNV calls based on the change-point calling algorithm GeneSpring GX 11, and c) CNV calls based on the concordance between PennCNV and GeneSpring.
On the vertical axis, the top peaks (blue) demonstrate the actual count of insertions and the bottom peaks (red) demonstrate the actual count of deletions. The X axis shows chromosome 1 location.
Figure 2. Genome-wide CNV association for early…
Figure 2. Genome-wide CNV association for early anthrax antibody response among European Americans: a) any insertions at 8 week AbPA titer, b) any deletions at 8 weeks AbPA titer.
Association was assessed using linear regression models adjusted for age, sex, route of administration (SQ vs. IM), and the principal components analysis (PCA) of ancestry. The X axis shows chromosomal locations, and P values were plotted on the Y axis using logarithmic scale.
Figure 3. Genome-wide CNV association for peak…
Figure 3. Genome-wide CNV association for peak anthrax antibody response among European Americans: a) any insertions at 30 week AbPA titer, and b) any deletions at 30 week AbPA titer.
Association was assessed using single linear regression adjusted for age, sex, route of administration (SQ vs. IM), and the principal components analysis (PCA) of ancestry. The X axis shows chromosomal locations, and P values were plotted on the Y axis using a logarithmic scale.

References

    1. Maillard JM, Fischer M, McKee KT Jr, Turner LF, Cline JS (2002) First case of bioterrorism-related inhalational anthrax, Florida, 2001: North Carolina investigation. Emerg Infect Dis 8: 1035–1038.
    1. Jernigan DB, Raghunathan PL, Bell BP, Brechner R, Bresnitz EA, et al. (2002) Investigation of bioterrorism-related anthrax, United States, 2001: epidemiologic findings. Emerg Infect Dis 8: 1019–1028.
    1. Traeger MS, Wiersma ST, Rosenstein NE, Malecki JM, Shepard CW, et al. (2002) First case of bioterrorism-related inhalational anthrax in the United States, Palm Beach County, Florida, 2001. Emerg Infect Dis 8: 1029–1034.
    1. Cherkasskiy BL (1999) A national register of historic and contemporary anthrax foci. Journal of applied microbiology 87: 192–195.
    1. Meselson M, Guillemin J, Hugh-Jones M, Langmuir A, Popova I, et al. (1994) The Sverdlovsk anthrax outbreak of 1979. Science 266: 1202–1208.
    1. National Health Service An outbreak of anthrax among drug users in Scotland, December 2009 to December 2010: a report on behalf of the National Anthrax Outbreak Control Team.
    1. Colorado Department of Agriculture (August 8, 2012) Colorado Department of Agriculture Investigates Anthrax Case. media release.
    1. From the Centers for Disease Control and Prevention. Use of anthrax vaccine in response to terrorism: supplemental recommendations of the Advisory Committee on Immunization Practices. JAMA 288: 2681–2682.
    1. Brachman P, Gold H, PLotkin S, Fekety F, Werrin M, et al. (1962) Field evaluation of a juman anthrax vaccine. Am J Publ Health 52: 632–645.
    1. Ovsyannikova IG, Pankratz VS, Vierkant RA, Jacobson RM, Poland GA (2006) Human leukocyte antigen haplotypes in the genetic control of immune response to measles-mumps-rubella vaccine. J Infect Dis 193: 655–663.
    1. Ovsyannikova IG, Dhiman N, Jacobson RM, Poland GA (2006) Human leukocyte antigen polymorphisms: variable humoral immune responses to viral vaccines. Expert Rev Vaccines 5: 33–43.
    1. Wang C, Tang J, Song W, Lobashevsky E, Wilson CM, et al. (2004) HLA and cytokine gene polymorphisms are independently associated with responses to hepatitis B vaccination. Hepatology 39: 978–988.
    1. Regnstrom K, Ragnarsson E, Artursson P (2003) Gene expression after vaccination of mice with formulations of diphtheria toxoid or tetanus toxoid and different adjuvants: identification of shared and vaccine-specific genes in spleen lymphocytes. Vaccine 21: 2307–2317.
    1. Lee YC, Newport MJ, Goetghebuer T, Siegrist CA, Weiss HA, et al. (2006) Influence of genetic and environmental factors on the immunogenicity of Hib vaccine in Gambian twins. Vaccine 24: 5335–5340.
    1. Newport MJ, Goetghebuer T, Marchant A (2005) Hunting for immune response regulatory genes: vaccination studies in infant twins. Expert Rev Vaccines 4: 739–746.
    1. Newport MJ, Goetghebuer T, Weiss HA, Whittle H, Siegrist CA, et al. (2004) Genetic regulation of immune responses to vaccines in early life. Genes Immun 5: 122–129.
    1. Desombere I, Willems A, Leroux-Roels G (1998) Response to hepatitis B vaccine: multiple HLA genes are involved. Tissue Antigens 51: 593–604.
    1. Pajewski NM, Parker SD, Poland GA, Ovsyannikova IG, Song W, et al. (2011) The role of HLA-DR-DQ haplotypes in variable antibody responses to anthrax vaccine adsorbed. Genes Immun 12: 457–465.
    1. Pajewski NM, Shrestha S, Quinn CP, Parker SD, Wiener H, et al. (2012) A genome-wide association study of host genetic determinants of the antibody response to Anthrax Vaccine Adsorbed. Vaccine 30: 4778–4784.
    1. Almal SH, Padh H (2012) Implications of gene copy-number variation in health and diseases. Journal of human genetics 57: 6–13.
    1. Willcocks LC, Lyons PA, Clatworthy MR, Robinson JI, Yang W, et al. (2008) Copy number of FCGR3B, which is associated with systemic lupus erythematosus, correlates with protein expression and immune complex uptake. J Exp Med 205: 1573–1582.
    1. Fanciulli M, Norsworthy PJ, Petretto E, Dong R, Harper L, et al. (2007) FCGR3B copy number variation is associated with susceptibility to systemic, but not organ-specific, autoimmunity. Nat Genet 39: 721–723.
    1. Hollox EJ, Huffmeier U, Zeeuwen PL, Palla R, Lascorz J, et al. (2008) Psoriasis is associated with increased beta-defensin genomic copy number. Nat Genet 40: 23–25.
    1. McKinney C, Merriman ME, Chapman PT, Gow PJ, Harrison AA, et al. (2008) Evidence for an influence of chemokine ligand 3-like 1 (CCL3L1) gene copy number on susceptibility to rheumatoid arthritis. Ann Rheum Dis 67: 409–413.
    1. Nguyen DQ, Webber C, Ponting CP (2006) Bias of selection on human copy-number variants. PLoS genetics 2: e20.
    1. Redon R, Ishikawa S, Fitch KR, Feuk L, Perry GH, et al. (2006) Global variation in copy number in the human genome. Nature 444: 444–454.
    1. Marano N, Plikaytis BD, Martin SW, Rose C, Semenova VA, et al. (2008) Effects of a reduced dose schedule and intramuscular administration of anthrax vaccine adsorbed on immunogenicity and safety at 7 months: a randomized trial. JAMA 300: 1532–1543.
    1. Semenova VA, Schiffer J, Steward-Clark E, Soroka S, Schmidt DS, et al. (2012) Validation and long term performance characteristics of a quantitative enzyme linked immunosorbent assay (ELISA) for human anti-PA IgG. J Immunol Methods 376: 97–107.
    1. Wineinger NE, Kennedy RE, Erickson SW, Wojczynski MK, Bruder CE, et al. (2008) Statistical issues in the analysis of DNA Copy Number Variations. Int J Comput Biol Drug Des 1: 368–395.
    1. Wang K, Li M, Hadley D, Liu R, Glessner J, et al. (2007) PennCNV: an integrated hidden Markov model designed for high-resolution copy number variation detection in whole-genome SNP genotyping data. Genome Res 17: 1665–1674.
    1. Agilent Technologies Inc. GeneSpring User Manual.
    1. Chen J, Wang YP (2009) A statistical change point model approach for the detection of DNA copy number variations in array CGH data. IEEE/ACM Trans Comput Biol Bioinform 6: 529–541.
    1. Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MA, et al. (2007) PLINK: a tool set for whole-genome association and population-based linkage analyses. American Journal of Human Genetics 81: 559–575.
    1. DerSimonian R, Laird N (1986) Meta-analysis in clinical trials. Controlled clinical trials 7: 177–188.
    1. Viechtbauer W (2010) Conducting Meta-Analyses in R with the metafor Package. Journal of Statistical Software 36: 1–48.
    1. Png E, Thalamuthu A, Ong RT, Snippe H, Boland GJ, et al. (2011) A genome-wide association study of hepatitis B vaccine response in an Indonesian population reveals multiple independent risk variants in the HLA region. Hum Mol Genet 20: 3893–3898.
    1. Garman L, Dumas E, Kurella S, Hunt J, Crowe S, et al. (2012) MHC Class II and Non-MHC Class II Genes Differentially Influence Humoral Immunity to Bacillus anthracis Lethal Factor and Protective Antigen. Toxins 4: 1451–1467.
    1. Thielmann Y, Weiergraber OH, Ma P, Schwarten M, Mohrluder J, et al. (2009) Comparative modeling of human NSF reveals a possible binding mode of GABARAP and GATE-16. Proteins 77: 637–646.
    1. Simon-Sanchez J, Schulte C, Bras JM, Sharma M, Gibbs JR, et al. (2009) Genome-wide association study reveals genetic risk underlying Parkinson’s disease. Nature genetics 41: 1308–1312.
    1. Chauncey KM, Lopez MC, Sidhu G, Szarowicz SE, Baker HV, et al. (2012) Bacillus anthracis’ lethal toxin induces broad transcriptional responses in human peripheral monocytes. BMC immunology 13: 33.
    1. Pasqualato S, Renault L, Cherfils J (2002) Arf, Arl, Arp and Sar proteins: a family of GTP-binding proteins with a structural device for ‘front-back’ communication. EMBO reports 3: 1035–1041.
    1. Giannuzzi G, Siswara P, Malig M, Marques-Bonet T, Mullikin JC, et al... (2012) Evolutionary dynamism of the primate LRRC37 gene family. Genome research.
    1. Latourelle JC, Dumitriu A, Hadzi TC, Beach TG, Myers RH (2012) Evaluation of Parkinson Disease Risk Variants as Expression-QTLs. PloS one 7: e46199.
    1. Irvin MR, Shrestha S, Chen YD, Wiener HW, Haritunians T, et al. (2011) Genes linked to energy metabolism and immunoregulatory mechanisms are associated with subcutaneous adipose tissue distribution in HIV-infected men. Pharmacogenet Genomics 21: 798–807.
    1. Nagasawa M, Kanzaki M, Iino Y, Morishita Y, Kojima I (2001) Identification of a novel chloride channel expressed in the endoplasmic reticulum, golgi apparatus, and nucleus. J Biol Chem 276: 20413–20418.
    1. Blumer JB, Chandler LJ, Lanier SM (2002) Expression analysis and subcellular distribution of the two G-protein regulators AGS3 and LGN indicate distinct functionality. Localization of LGN to the midbody during cytokinesis. J Biol Chem 277: 15897–15903.
    1. Kim S-Y, Kim J-H, Chung Y-J (2012) Effect of Combining Multiple CNV Defining Algorithms on the Reliability of CNV Calls from SNP Genotyping Data. Genomics & Informatics 10: 194–199.

Source: PubMed

3
Suscribir