| Literature DB >> 28882820 |
John A L Meeuwsen1, Amerik van Duijvenvoorde1, Aisha Gohar1, Maria O Kozma2,3, Sander M van de Weg1, Crystel M Gijsberts1, Saskia Haitjema1, Harry Björkbacka4, Gunilla N Fredrikson4, Gert J de Borst5, Hester M den Ruijter1, Gerard Pasterkamp1,6, Christoph J Binder2,3, Imo E Hoefer1,6, Saskia C A de Jager7,8.
Abstract
BACKGROUND: Atherosclerosis is an inflammatory lipid disorder and the main underlying pathology of acute ischemic events. Despite a vast amount of data from murine atherosclerosis models, evidence of B-cell involvement in human atherosclerotic disease is limited. We therefore investigated the association of circulating B-cell subtypes with the occurrence of secondary cardiovascular events in advanced atherosclerotic disease. METHODS ANDEntities:
Keywords: B lymphocytes; atherosclerosis; carotid endarterectomy; recurrent event
Mesh:
Substances:
Year: 2017 PMID: 28882820 PMCID: PMC5634255 DOI: 10.1161/JAHA.117.005747
Source DB: PubMed Journal: J Am Heart Assoc ISSN: 2047-9980 Impact factor: 5.501
Antibody Characteristics
| Marker | Fluorochrome | Clone | μL |
|---|---|---|---|
| IgD | AF488 | IA6‐2 | 2.5 |
| CD24 | PE | ML‐5 | 2.5 |
| CD19 | PE‐Cy5 | HIB19 | 2.5 |
| CD38 | PE‐Cy7 | HIT2 | 2.5 |
| CD43 | APC | 10G7 | 2.5 |
| IgM | APC‐Cy7 | MHM‐88 | 5 |
| CD27 | PB | O323 | 1 |
| CD3 | BV510 | OKT3 | 1 |
Panel of antibodies used. All antibodies are from BioLegend (San Diego, CA). AF indicates Alexa Fluor; APC, allophycocyanin; BV, brilliant violet; Ig, immunoglobulin; PB, pacific blue; PE, (R‐)phycoerythrin.
Figure 1Gating strategy for the selection of different B‐cell subtypes from a representative sample. First, dead cells and CD3+ T cells were excluded. Next, from the viable non‐T cells, the CD19+ B cells were identified. Then, the CD24lowCD38+ plasmablasts (PB) were excluded, and from the non‐PB, the CD43+ CD27+ cells were selected. Next, based on surface expression of CD27 and IgD, class‐switched (CSM) and nonclass switched memory cells (NCSM) were identified. From the IgD+ CD27− cells, the CD38+ CD24+ transitional and regulatory (Trans/Reg) could be distinguished from the naïve B cells. An overview of the antibody characteristics is provided in Table 1. Ig indicates immunoglobulin.
Baseline Characteristics of the Study Cohort Stratified by Occurrence of Secondary Cardiovascular Events
| Overall (n=168) | No Events (n=114) | Events (n=54) |
| |
|---|---|---|---|---|
| Age, y | 70.1±9.6 | 69.8±9.3 | 70.9±10.3 | 0.50 |
| Sex (% male) | 108 (62.8) | 72 (61.5) | 36 (65.5) | 0.74 |
| Current smoker | 61 (35.7%) | 41 (35.3%) | 20 (36.4%) | 1 |
| BMI | 26.7±4.6 | 26.7±4.7 | 26.7±4.4 | 1 |
| Contralateral stenosis | 72 (47.7%) | 45 (44.6%) | 27 (54.0%) | 0.36 |
| Diabetes mellitus | 41 (23.8%) | 28 (23.9%) | 13 (23.6%) | 1 |
| Hypercholesterolemia | 106 (71.6%) | 74 (70.5%) | 32 (74.4%) | 0.78 |
| Hypertension | 149 (86.6%) | 100 (85.5%) | 49 (89.1%) | 0.68 |
| CAD history | 62 (36.0%) | 41 (35.0%) | 21 (38.2%) | 0.82 |
| Clinical manifestations | 0.26 | |||
| Asymptomatic | 25 (14.5%) | 13 (11.1%) | 12 (21.8%) | |
| Ocular | 29 (16.9%) | 19 (16.2%) | 10 (18.2%) | |
| Stroke | 42 (24.4%) | 31 (26.5%) | 11 (20.0%) | |
| TIA | 76 (44.2%) | 54 (46.2%) | 22 (40.0%) | |
| Medication | ||||
| Statins | 138 (80.2%) | 92 (78.6%) | 46 (83.6%) | 0.57 |
| Beta‐blockers | 82 (47.7%) | 53 (45.3%) | 29 (52.7%) | 0.46 |
| Anticoagulants | 11 (6.4%) | 5 (4.3%) | 6 (10.9%) | 0.11 |
| Laboratory parameters | ||||
| Total cholesterol, mmol/L | 4.0 [3.3, 4.8] | 4.0 [3.4, 4.7] | 4.0 [3.3, 4.8] | 0.75 |
| Triglycerides, mmol/L | 1.5 [1.1, 2.0] | 1.4 [1.1, 1.9] | 1.5 [1.1, 2.0] | 0.54 |
| HDL cholesterol, mmol/L | 1.0 [0.9, 1.3] | 1.0 [0.9, 1.2] | 1.0 [0.9, 1.3] | 0.15 |
| LDL cholesterol, mmol/L | 2.1 [1.6, 2.8] | 2.2 [1.8, 2.9] | 2.1 [1.6, 2.8] | 0.20 |
| hsCRP plasma, μg/mL | 16.0±78.4 | 17.2±90.7 | 13.3±37.1 | 0.78 |
| GFR MDRD, mL/min | 69.5±18.3 | 70.5±17.4 | 67.3±20.2 | 0.31 |
| WBC count (×106 cells/mL) | 7.2 [5.5, 8.6] | 7.0 [5.5, 8.9] | 7.4 [5.6, 8.2] | 0.99 |
| Lymphocytes (×106 cells/mL) | 1.5 [1.2, 2.1] | 1.6 [1.2, 2.2] | 1.4 [1.1, 1.9] | 0.09 |
| Monocytes (×106 cells/mL) | 0.8 [0.6, 0.9] | 0.8 [0.6, 1.0] | 0.8 [0.6, 0.9] | 0.59 |
| Granulocytes (×106 cells/mL) | 4.6 [3.4, 6.1] | 4.4 [3.3, 6.1] | 5.1 [3.5, 6.0] | 0.34 |
The demographic characteristics of the study cohort are given for the whole population and also stratified by occurrence of secondary cardiovascular events. Values are presented as mean±SD for normal distributions, number of patients (frequency in percentage) for categorical variables, and median [interquartile range] for non‐normal distributions. P values are calculated using Student t tests, chi‐square or Fisher's exact tests, and Kruskal–Wallis tests, respectively. BMI indicates body mass index; CAD history, history of Coronary Artery Disease; Contralateral stenosis, 50% to 100% stenosis of the contralateral carotid artery; GFR MDRD, glomerular filtration rate according to the Modification of Diet in Renal Disease formula; HDL, high‐density lipoprotein; hsCRP, high‐sensitivity C‐reactive protein; LDL, low‐density lipoprotein; TIA, transient ischemic attack; WBC, whole blood cell.
Baseline Numbers of Total B Cells and B‐Cell Subtypes Stratified By Occurrence of Secondary Cardiovascular Events
| B‐cell (Sub)Type (cells/μL) | Surface Markers | Overall (n=168) | No Events (n=114) | Events (n=54) |
|
|---|---|---|---|---|---|
| B lymphocytes | CD19+CD3− | 193 [121, 323] | 209 [122, 415] | 167 [115, 236] | 0.04 |
| B1 like | CD27+CD43+ | 8 [3, 15] | 9 [4, 15] | 7 [3, 13] | 0.39 |
| Unswitched | CD27+CD43−IgD+ | 10 [5, 21] | 12 [6, 25] | 8 [4, 12] | <0.01 |
| Switched | CD27+CD43−IgD− | 26 [15, 47] | 27 [16, 54] | 21 [13, 34] | 0.02 |
| Naïve | CD27−CD43−IgD+ | 102 [58, 184] | 106 [62, 213] | 89 [56, 141] | 0.17 |
The numbers of B cells are presented for the whole cohort and also stratified by occurrence of secondary cardiovascular events during follow‐up. Absolute numbers of B cells and B‐cell subtypes with their surface markers are indicated as median [interquartile range]. P values were calculated using the Kruskal–Wallis test for nonparametric distributions.
Baseline Characteristics of the Study Cohort Stratified By Tertiles of Total B Lymphocytes
| Low (n=56) | Intermediate (n=56) | High (n=56) |
| |
|---|---|---|---|---|
| B Lymphocytes (cells/μL) | 96 [67, 121] | 193 [168, 214] | 430 [326, 506] | |
| Age, y | 72.2±10.5 | 69.9±9.2 | 68.0±8.9 | 0.07 |
| Sex (% male) | 36 (64.3) | 40 (71.4) | 30 (53.6) | 0.14 |
| Current smoker | 14 (25.5%) | 21 (37.5%) | 26 (46.4) | 0.07 |
| BMI | 27.4±4.4 | 25.4±4.0 | 27.3±5.2 | 0.03 |
| Contralateral stenosis | 31 (59.6%) | 18 (39.1%) | 20 (40.8%) | 0.07 |
| Hypertension | 49 (87.5%) | 47 (83.9%) | 49 (87.5%) | 0.82 |
| Diabetes mellitus | 11 (19.6%) | 11 (19.6%) | 17 (30.4%) | 0.30 |
| Hypercholesterolemia | 38 (77.6%) | 27 (56.2%) | 38 (79.2%) | 0.02 |
| CAD history | 25 (44.6%) | 17 (30.4%) | 18 (32.1%) | 0.23 |
| Clinical manifestations | 0.58 | |||
| Asymptomatic | 7 (12.5%) | 9 (16.1%) | 8 (14.3%) | |
| Occular | 12 (21.4%) | 11 (19.6%) | 6 (10.7%) | |
| Stroke | 10 (17.9%) | 14 (25.0%) | 17 (30.4%) | |
| TIA | 27 (48.2%) | 22 (39.3%) | 25 (44.6%) | |
| Medication | ||||
| Statins | 48 (85.7%) | 42 (75.0%) | 46 (82.1%) | 0.34 |
| Beta‐blockers | 30 (53.6%) | 24 (42.9%) | 25 (44.6%) | 0.48 |
| Anticoagulants | 2 (3.6%) | 7 (12.5%) | 2 (3.6%) | 0.11 |
| Laboratory parameters | ||||
| Cholesterol, mmol/L | 3.8 [3.2, 4.6] | 4.1 [3.3, 4.9] | 3.9 [3.4, 4.4] | 0.71 |
| Triglycerides, mmol/L | 1.5 [1.2, 2.1] | 1.4 [1.0, 1.9] | 1.6 [1.2, 2.0] | 0.30 |
| HDL cholesterol, mmol/L | 1.0 [0.9, 1.2] | 1.0 [0.9, 1.3] | 1.0 [0.9, 1.2] | 0.72 |
| LDL cholesterol, mmol/L | 2.1 [1.6, 2.5] | 2.1 [1.6, 3.1] | 2.1 [1.6, 2.7] | 0.60 |
| hsCRP plasma, μg/mL | 5.0 (15.7) | 9.7 (29.6) | 33.8 (130.8) | 0.14 |
| GFR MDRD, mL/min | 66.0 (17.7) | 74.8 (19.0) | 68.8 (17.5) | 0.04 |
The baseline characteristics are depicted for patients with low, intermediate and high numbers of total B lymphocytes. Values are presented as mean±standard deviation for normal distributions, number of patients (frequency in percentage) for categorical variables, and median [inter‐quartile range] for non‐normal distributions. P‐values are calculated using a one‐way ANOVA, Chi‐square or Fisher's exact tests, and Kruskal–Wallis tests, respectively. BMI indicates body mass index; CAD history, history of Coronary Artery Disease; Contralateral stenosis, 50% to 100% stenosis of the contralateral carotid artery; GFR MDRD, Glomerular filtration rate according to Modification of Diet in Renal Disease formula; HDL, high‐density lipoprotein; hsCRP, high‐sensitivity C‐reactive protein; LDL, low‐density lipoprotein; TIA, transient ischemic attack.
Univariable Associations of the Total B Cells and B‐Cell Subtypes With Classical Cardiovascular Risk Factors
| B Lymphocytes (Cells/μL) | Naïve (Cells/μL) | Unswitched Memory (Cells/μL) | Switched Memory (Cells/μL) | CD43+CD27+ (Cells/μL) | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Beta [95% CI] |
| Beta [95% CI] |
| Beta [95% CI] |
| Beta [95% CI] |
| Beta [95% CI] |
| |
| Age, y | −3.14 [−6.35 to 0.07] | 0.05 | −0.49 [−2.83 to 1.85] | 0.68 | −0.5 [−0.78 to 0.22] | <0.01 | −1.13 [−1.79 to 0.46] | <0.01 | −0.4 [−0.61 to 0.19] | <0.01 |
| Sex (male) | −74.19 [−137.92 to 10.47] | 0.02 | −55.49 [−101.4 to 9.58] | 0.02 | −1.74 [−7.49 to 4.02] | 0.55 | −5.35 [−18.98 to 8.28] | 0.44 | −0.4 [−4.78 to 3.97] | 0.86 |
| Current smoker | 72.06 [7.83–136.3] | 0.03 | 1.83 [−45.21 to 48.87] | 0.94 | 9.94 [4.34–15.53] | <0.01 | 39.49 [27.14–51.84] | <0.01 | 3.39 [−0.98 to 7.77] | 0.13 |
| BMI | 1.43 [−5.36 to 8.22] | 0.68 | 1.63 [−3.26 to 6.52] | 0.51 | 0.23 [−0.37 to 0.83] | 0.45 | −0.35 [−1.78 to 1.07] | 0.63 | 0 [−0.45 to 0.46] | 0.98 |
| Contralateral stenosis | −24.9 [−85.71 to 35.91] | 0.42 | −10.17 [−57.28 to 36.93] | 0.67 | −5.22 [−11.3 to 0.85] | 0.09 | −3.14 [−12.63 to 6.34] | 0.51 | −1.35 [−6.02 to 3.32] | 0.57 |
| Diabetes mellitus | 65.49 [−7.81 to 138.79] | 0.08 | 53.35 [0.61–106.09] | 0.05 | 0.89 [−5.7 to 7.47] | 0.79 | 3 [−12.6 to 18.6] | 0.70 | 1.84 [−3.15 to 6.83] | 0.47 |
| Hypercholesterolemia | 21.71 [−52.45 to 95.88] | 0.56 | 2.27 [−50.23 to 54.78] | 0.93 | 3.16 [−3.76 to 10.07] | 0.37 | 10.24 [−6.22 to 26.69] | 0.22 | 3.09 [−2.05 to 8.24] | 0.24 |
| Hypertension | −42.66 [−133.3 to 47.98] | 0.35 | −25.09 [−90.52 to 40.35] | 0.45 | −0.89 [−8.98 to 7.2] | 0.83 | −13.23 [−32.3 to 5.83] | 0.17 | 2.64 [−3.49 to 8.77] | 0.40 |
| CAD history | −53 [−117.68 to 11.69] | 0.11 | −22.71 [−69.61 to 24.19] | 0.34 | −5.19 [−10.94 to 0.56] | 0.08 | −12.09 [−25.72 to 1.53] | 0.08 | −3.06 [−7.44 to 1.32] | 0.17 |
| Total cholesterol, mmol/L | −10.87 [−42.01 to 20.27] | 0.49 | −14.67 [−37.07 to 7.73] | 0.2 | 1.06 [−1.64 to 3.77] | 0.44 | 1.69 [−4.83 to 8.22] | 0.61 | 1.16 [−0.91 to 3.23] | 0.27 |
| Triglycerides, mmol/L | 5.68 [−31.34 to 42.7] | 0.76 | −4.56 [−31.29 to 22.17] | 0.74 | 4.22 [1.07–7.37] | 0.01 | 5.79 [−1.91 to 13.5] | 0.14 | 2.14 [−0.3 to 4.58] | 0.09 |
| HDL cholesterol, mmol/L | −3.97 [−122.77 to 114.83] | 0.95 | −26.37 [−112.05 to 59.31] | 0.54 | −1.18 [−11.49 to 9.13] | 0.82 | 14.07 [−10.71 to 38.85] | 0.26 | −2.26 [−10.16 to 5.64] | 0.57 |
| LDL cholesterol, mmol/L | −17.96 [−56.83 to 20.91] | 0.36 | −14.09 [−42.21 to 14.02] | 0.32 | −1.79 [−4.71 to 1.13] | 0.23 | −1.97 [−10.12 to 6.19] | 0.63 | 0.2 [−2.2 to 2.6] | 0.87 |
| hsCRP plasma, μg/mL | 0.04 [−0.39 to 0.47] | 0.86 | 0.03 [−0.28 to 0.34] | 0.85 | 0 [−0.04 to 0.03] | 0.91 | 0.01 [−0.08 to 0.09] | 0.87 | 0 [−0.02 to 0.02] | 0.93 |
| GFR MDRD, mL/min | 0.59 [−1.2 to 2.38] | 0.52 | −0.09 [−1.39 to 1.2] | 0.89 | 0.08 [−0.07 to 0.23] | 0.31 | 0.33 [−0.05 to 0.7] | 0.09 | 0.02 [−0.08 to 0.11] | 0.73 |
The associations between risk factors and B cell numbers are presented as beta [95% confidence intervals (CIs)]. For categorical variables, beta is the difference in B‐cell numbers (cells/μL) between groups. For continuous variables, beta is the linear regression coefficient relating a 1‐unit increase in the variable to the associated change in B‐cell numbers. “P Value” is the P value of the linear or logistic regression model for association. BMI indicates body mass index; CAD history, history of Coronary Artery Disease; Contralateral stenosis, 50% to 100% stenosis of the contralateral carotid artery; GFR MDRD, Glomerular filtration rate according to Modification of Diet in Renal Disease formula; HDL, high‐density lipoprotein; hsCRP, high‐sensitivity C‐reactive protein; LDL, low‐density lipoprotein.
Cox Proportional Hazard Models of Total B Lymphocytes and B‐Cell Subtypes
| Patients (Events) | Cells/μL | Univariable | Multivariable | |||
|---|---|---|---|---|---|---|
| HR [95% CI] |
| HR [95% CI] |
| |||
| Total B lymphocytes | Continuous | 0.98 [0.96–1.00] | 0.01 | 0.98 [0.96–1.00] | 0.01 | |
| 56 (21) | 40 to 141 | Low | 1 (Ref) | 1 (Ref) | ||
| 56 (21) | 142 to 257 | Intermediate | 0.90 [0.49–1.66] | 0.74 | 0.92 [0.48–1.75] | 0.79 |
| 56 (12) | 258 to 1351 | High | 0.5 [0.25–1.01] | 0.05 | 0.47 [0.22–1.00] | 0.05 |
| Naïve | Continuous | 0.98 [0.95–1.00] | 0.05 | 0.98 [0.95–1.00] | 0.06 | |
| 56 (22) | 2 to 71 | Low | 1 (Ref) | 1 (Ref) | ||
| 56 (19) | 72 to 141 | Intermediate | 0.80 [0.43–1.48] | 0.48 | 0.82 [0.42–1.59] | 0.56 |
| 56 (13) | 141 to 759 | High | 0.53 [0.27–1.06] | 0.07 | 0.59 [0.29–1.20] | 0.15 |
| Unswitched memory | Continuous | 0.75 [0.59–0.95] | 0.02 | 0.63 [0.46–0.86] | <0.01 | |
| 56 (23) | 1 to 6 | Low | 1 (Ref) | 1 (Ref) | ||
| 56 (21) | 7 to 15 | Intermediate | 0.94 [0.52–1.7] | 0.84 | 0.89 [0.47–1.67] | 0.72 |
| 56 (10) | 16 to 126 | High | 0.37 [0.18–0.79] | <0.01 | 0.30 [0.13–0.69] | <0.01 |
| Class switched memory | Continuous | 0.86 [0.77–0.97] | 0.02 | 0.80 [0.69–0.93] | <0.01 | |
| 56 (22) | 1 to 17 | Low | 1 (Ref) | 1 (Ref) | ||
| 56 (20) | 18 to 39 | Intermediate | 0.87 [0.47–1.59] | 0.65 | 0.74 [0.39–1.42] | 0.37 |
| 56 (12) | 40 to 398 | High | 0.48 [0.24–0.96] | 0.04 | 0.33 [0.14–0.77] | 0.01 |
| All memory | Continuous | 0.89 [0.82–0.97] | <0.01 | 0.84 [0.75–0.93] | <0.01 | |
| 56 (21) | 2 to 26 | Low | 1 (Ref) | 1 (Ref) | ||
| 56 (22) | 27 to 60 | Intermediate | 1.05 [0.58–1.92] | 0.86 | 0.88 [0.46–1.69] | 0.70 |
| 56 (11) | 61 to 447 | High | 0.47 [0.23–0.97] | 0.04 | 0.35 [0.15–0.83] | 0.02 |
| CD43+/CD27+ | Continuous | 0.96 [0.77–1.18] | 0.67 | 0.84 [0.61–1.16] | 0.29 | |
| 56 (20) | 1 to 5 | Low | 1 (Ref) | 1 (Ref) | ||
| 56 (19) | 6 to 12 | Intermediate | 0.86 [0.46–1.62] | 0.65 | 0.88 [0.43–1.80] | 0.72 |
| 56 (15) | 13 to 116 | High | 0.68 [0.35–1.33] | 0.26 | 0.71 [0.33–1.50] | 0.36 |
Cox proportional hazard models are presented for different B‐cell (subtype) numbers. In the continuous model, the hazard rate [95% confidence interval (CI)] and P values is indicated per increase of 10 cells/μL. In the other models, the intermediate or high tertile is compared to the low tertile in a univariable model or multivariable model adjusted for age, sex, smoking, history of coronary artery disease, and glomerular filtration rate.
Figure 2High numbers of (un)switched memory cells associate with decreased risk of secondary adverse cardiovascular events. Cox proportional hazard models are shown by tertiles of (un)switched memory cells. The model is adjusted for age, sex, smoking, history of coronary artery disease, and glomerular filtration rate. The indicated P value is derived from comparison of highest to lowest tertile.
Figure 3Serum IgG autoantibody titers directed against oxLDL correlate with the numbers of circulating class switched memory cells. Patients are divided in tertiles by numbers of class switched memory cells and corresponding IgG‐α‐oxLDL titers are shown (P<0.01). Data are presented as mean and error bars indicate SEM. Ig indicates immunoglobulin; oxLDL, oxidized low‐density lipoprotein.