| Literature DB >> 25381367 |
Magali Matsumiya1, Iman Satti1, Agnieszka Chomka1, Stephanie A Harris1, Lisa Stockdale1, Joel Meyer1, Helen A Fletcher1, Helen McShane1.
Abstract
BACKGROUND: Bacillus Calmette-Guerin (BCG) vaccine is the most widely administered vaccine in the world, yet its mechanism of action remains unclear. We hypothesize that certain immune pathways are associated with reduced mycobacterial growth following BCG challenge in human volunteers.Entities:
Keywords: BCG; cytokines; transcriptomics; tuberculosis; vaccines
Mesh:
Substances:
Year: 2014 PMID: 25381367 PMCID: PMC4392868 DOI: 10.1093/infdis/jiu615
Source DB: PubMed Journal: J Infect Dis ISSN: 0022-1899 Impact factor: 5.226
Figure 1.Bacillus Calmette-Guerin (BCG) vaccination induces changes in gene expression in unstimulated peripheral blood mononuclear cells (PBMCs). Heat map showing changes in expression of genes associated with T-cell activation, innate immunity, apoptosis, and glycolysis over the 14-day challenge period in unstimulated PBMCs for the BCG-naive group (A) and the previously BCG-vaccinated group (C). Median log2 fold changes from day 0 are shown.
Gene Ontology Terms Associated With Bacillus Calmette-Guerin (BCG) Vaccination
| Study Group, Gene Ontology Term | Genes, No. (%) | ||
|---|---|---|---|
| Unadjusted | Adjusteda | ||
| Group A | |||
| Immune response | 33 (10.9) | 4.50E-08 | 8.10E-05 |
| Regulation of cytokine production | 14 (4.6) | 6.40E-06 | 5.70E-03 |
| Defense response | 26 (8.6) | 1.50E-05 | 9.30E-03 |
| Chemical homeostasis | 23 (7.6) | 2.20E-05 | 1.00E-02 |
| Homeostatic process | 27 (8.9) | 1.50E-04 | 5.40E-02 |
| Group C | |||
| Establishment of protein localization | 84 (7) | 8.70E-07 | 5.70E-04 |
| Cell activation | 42 (3.5) | 7.40E-07 | 6.10E-04 |
| Glycolysis | 15 (1.3) | 7.00E-07 | 7.60E-04 |
| Leukocyte activation | 38 (3.2) | 4.80E-07 | 1.60E-03 |
| Intracellular transport | 72 (6) | 5.30E-06 | 2.50E-03 |
| T-cell activation | 23 (1.9) | 1.20E-05 | 4.40E-03 |
| Lymphocyte activation | 30 (2.5) | 2.10E-05 | 6.20E-03 |
| Hexose catabolic process | 16 (1.3) | 2.10E-05 | 6.70E-03 |
| Glucose metabolic process | 25 (2.1) | 3.20E-05 | 7.90E-03 |
| Monosaccharide catabolic process | 16 (1.3) | 3.00E-05 | 8.00E-03 |
| Positive regulation of apoptosis | 49 (4.1) | 8.30E-05 | 1.90E-02 |
| Immune system development | 35 (2.9) | 1.40E-04 | 2.40E-02 |
| Induction of apoptosis | 39 (3.3) | 1.30E-04 | 2.50E-02 |
| T-cell differentiation | 14 (1.2) | 1.80E-04 | 2.50E-02 |
| Hexose metabolic process | 27 (2.3) | 1.90E-04 | 2.50E-02 |
| Generation of precursor metabolites and energy | 38 (3.2) | 1.70E-04 | 2.60E-02 |
| Phosphate metabolic process | 90 (7.5) | 2.20E-04 | 2.90E-02 |
Differentially expressed genes over the 2-week challenge period were determined using linear modeling in limma. The lists of differentially expressed genes for each group were analyzed using DAVID to identify significantly enriched gene ontology terms.
a By the Benjamini–Hochberg method.
Changes in Gene Expression Following Bacillus Calmette-Guerin (BCG) Stimulation Are Higher in Group C, Compared With Group A
| Probe Identifier | Symbol | Challenge | Day 14 | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Group A | Group C | Group A | Group C | ||||||
| Adjusted | Fold Change | Adjusted | Fold Change | Adjusted | Fold Change | Adjusted | Fold Change | ||
| ILMN_1726448 | MMP1 | 9.90E-23 | 31.86 | 3.87E-34 | 145.70 | 3.36E-19 | 24.30 | 4.13E-27 | 60.08 |
| ILMN_1699651 | IL6 | 5.44E-13 | 42.12 | 2.03E-25 | 138.98 | 3.10E-13 | 25.03 | 2.16E-18 | 35.90 |
| ILMN_2158713 | IL1F9 | 1.89E-31 | 99.69 | 1.57E-47 | 130.36 | 7.15E-30 | 112.53 | 6.32E-41 | 63.45 |
| ILMN_1663866 | TGFBI | 1.05E-31 | −71.21 | 1.32E-43 | −128.73 | 8.92E-31 | −89.07 | 1.84E-41 | −120.62 |
| ILMN_2207291 | IFNG | 3.63E-21 | 46.31 | 4.40E-39 | 127.96 | 6.78E-24 | 118.38 | 6.26E-40 | 188.75 |
| ILMN_1668063 | FCN1 | 1.55E-26 | −74.84 | 1.30E-46 | −127.53 | 6.71E-25 | −81.87 | 1.10E-41 | −81.58 |
| ILMN_1773245 | CCL3L1 | 6.58E-18 | 39.48 | 7.79E-33 | 103.31 | 9.39E-17 | 44.33 | 2.42E-28 | 28.85 |
| ILMN_1661861 | CSF2 | 2.03E-22 | 54.93 | 6.57E-48 | 100.97 | 1.20E-21 | 69.61 | 1.47E-43 | 70.41 |
| ILMN_1658483 | IL1A | 5.26E-11 | 29.16 | 2.15E-23 | 85.06 | 5.96E-10 | 16.83 | 7.75E-17 | 32.09 |
| ILMN_1657234 | CCL20 | 5.74E-11 | 18.08 | 2.87E-24 | 83.86 | 1.04E-10 | 18.74 | 1.48E-16 | 31.41 |
| ILMN_2203271 | FPR3 | 2.85E-38 | −48.24 | 1.55E-52 | −83.48 | 9.00E-36 | −47.24 | 9.44E-52 | −92.77 |
| ILMN_1774685 | IL24 | 1.82E-11 | 21.50 | 9.31E-20 | 48.26 | 1.74E-15 | 10.32 | 9.82E-16 | 9.80 |
| ILMN_1686623 | CSF1R | 4.44E-23 | −15.60 | 1.25E-34 | −46.77 | 1.49E-24 | −24.18 | 9.56E-32 | −39.03 |
| ILMN_1797009 | F3 | 2.07E-13 | 5.70 | 8.03E-32 | 36.83 | 1.35E-14 | 7.72 | 3.69E-26 | 13.33 |
| ILMN_1815205 | LYZ | 3.87E-22 | −20.81 | 1.84E-29 | −34.57 | 1.46E-20 | −21.98 | 1.19E-24 | −22.82 |
| ILMN_1703538 | AIF1 | 2.49E-19 | −9.61 | 1.54E-44 | −29.73 | 4.01E-18 | −10.35 | 1.20E-36 | −14.82 |
| ILMN_1671509 | CCL3 | 1.95E-17 | 22.48 | 5.86E-32 | 29.60 | 6.49E-16 | 23.22 | 4.06E-25 | 16.24 |
| ILMN_1653766 | CCL24 | 2.87E-14 | −14.44 | 3.26E-26 | −28.07 | 2.61E-15 | −22.36 | 4.22E-26 | −33.30 |
| ILMN_1735910 | VMO1 | 9.90E-23 | −16.89 | 9.60E-31 | −25.46 | 2.19E-19 | −13.95 | 1.56E-27 | −20.95 |
| ILMN_1730816 | GPR162 | 3.87E-22 | −14.88 | 2.09E-40 | −22.33 | 2.52E-21 | −17.42 | 1.96E-38 | −21.49 |
| ILMN_1780533 | RNASE6 | 1.76E-19 | −11.65 | 6.18E-32 | −22.15 | 1.93E-18 | −12.90 | 8.09E-29 | −18.72 |
| ILMN_1728106 | TNF | 4.94E-19 | 8.29 | 9.26E-37 | 18.69 | 3.36E-19 | 10.40 | 3.89E-33 | 15.27 |
Gene expression was determined for each group, and at each time point, between BCG-stimulated and unstimulated peripheral blood mononuclear cells. Changes in gene expression were determined using linear modeling in limma, including the volunteer as a factor.
Figure 2.Mycobacteria-specific whole-blood cytokine responses and the ratio of CD14+ cells to CD3+ T cells in volunteers in study groups A and C on the day of bacillus Calmette-Guerin (BCG) challenge (day 0) and days 2 and 14 after challenge. A–F, Percentages of CD14+ cells, CD4+ T cells, or CD8+ T cells making cytokines. G, Ratio of CD14+ cells to CD3+ T cells in volunteers in the 2 study groups. H, Polyfunctional CD4+ T-cell cytokine responses. The pie charts illustrates proportions of CD4+ T cells making 1, 2, 3, or 4 cytokines, whereas median percentages of CD4+ T cells making these cytokine are shown in the bar chart. P values for differences in frequencies of polyfunctional CD4+ T cells between groups A and C at day 14 are shown in the table. Box and whisker plots show median values, interquartile ranges, and minimum and maximum values. Abbrevations: IFN-γ, interferon γ; IL-2, interleukin 2; IL-17, interleukin 17; PPD, purified protein derivative; TNF-α, tumor necrosis factor α.
Figure 3.Correlation of cytokine expression, measured by gene expression microarray and intracellular cytokine staining. Cytokine production following bacillus Calmette-Guerin (BCG) stimulation (measured by DNA microarray) or purified protein derivative stimulation (measured by flow cytometry) were determined. Pearson correlation analysis was performed between values obtained by DNA microarray and the percentage of cytokine-positive CD4+ T cells. Abbreviations: IFN-γ, interferon γ; IL-2, interleukin 2; IL-17, interleukin 17; NS, not significant; TNF-α, tumor necrosis factor α.
Figure 4.Scar severity correlates inversely with mycobacterial growth. Mycobacterial growth was measured by quantitative polymerase chain reaction analysis of bacillus Calmette-Guerin (BCG) in biopsy samples obtained from the site of BCG injection 14 days after vaccination. Scar severity was determined by ranking photos of the vaccination site taken immediately before biopsy. The ranking of the severity of local reactions was performed by the trial clinician before quantification of BCG in the biopsy specimens. Group A, open triangles; group C, filled circles. Spearman ρ = −0.71, P < .001.
Correlation Between Cytokine Production and Bacillus Calmette-Guerin (BCG) Growth or Scar Severity
| Variable | Day 0 (Challenge), | Day 2, | Day 7, | Day 14 (Biopsy), | ||||
|---|---|---|---|---|---|---|---|---|
| BCG Growth | Scar | BCG Growth | Scar | BCG Growth | Scar | BCG Growth | Scar | |
| Flow cytometry | ||||||||
| CD4+ IFN-γ+ | NS | NS | NS | .0102 (0.5737) | ND | ND | <.0001 (−0.7754) | .002 (0.6614) |
| CD4+ TNF-α+ | NS | NS | NS | .0139 (0.5538) | ND | ND | <.0001 (−0.7675) | .0017 (0.6702) |
| CD4+ IL-2+ | NS | NS | NS | .0073 (0.5940) | ND | ND | <.0001 (−0.7860) | .001 (0.6924) |
| CD4+ IL-17+ | NS | NS | NS | NS | ND | ND | .0063 (−0.552) | NS |
| CD8+ IFN-γ+ | NS | NS | NS | NS | ND | ND | <.0001 (−0.7233) | .0013 (0.6819) |
| Gene expression | ||||||||
| CXCL3 | .003 (−0.6) | .018 (0.5) | NS | NS | NS | NS | NS | NS |
| NOD2 | .001 (0.6) | NS | NS | NS | NS | NS | .024 (0.5) | NS |
| FCGR1B | .03 (0.5) | NS | NS | NS | NS | NS | .01 (0.6) | NS |
| IL10RB | .0003 (0.7) | .035 (−0.5) | NS | NS | NS | .045 (−0.4) | NS | NS |
| IL17F | .011 (−0.5) | .006 (0.6) | NS | NS | .002 (−0.7) | .017 (0.6) | <.0001 (−0.8) | .006 (0.7) |
| F3 | .04 (−0.4) | NS | .015 (−0.5) | NS | NS | NS | .031 (−0.5) | NS |
| FAS | .018 (−0.5) | .018 (0.5) | NS | NS | .026 (−0.5) | .013 (0.6) | NS | .044 (0.5) |
| LILR A5/A6/B2 | .01 (0.5) | .02 (−0.5) | NS | NS | .01 (0.5) | .02 (−0.5) | .01 (0.6) | .02 (−0.5) |
| IL5 | NS | .029 (0.5) | NS | NS | .014 (−0.5) | .024 (0.5) | .005 (−0.6) | .003 (0.7) |
| IFNG | NS | .02 (0.5) | NS | NS | .003 (−0.6) | .014 (0.6) | .031 (−0.5) | NS |
| IL2 | NS | NS | .011 (−0.6) | .016 (0.6) | .024 (−0.5) | .027 (0.5) | .003 (−0.6) | NS |
Cytokine production was measured in peripheral blood mononuclear cells stimulated by purified protein derivative/BCG, with the background value (unstimulated) subtracted. BCG growth and scar severity were determined 14 days after challenge.
Abbreviations: BCG, Bacillus Calmette-Guerin; IFN-γ, interferon γ; IL-2, interleukin 2; IL-17, interleukin 17; LILR, lymphocyte immunoglobulin-like receptor; ND, assay not done; NS, not significant; TNF-α, tumor necrosis factor α.
a P values are not corrected, and all correlations are Spearman r. Correlations were performed for all 24 volunteers, separately for each day.