| Literature DB >> 33733639 |
Natasha A Winter1,2, Peter G Gibson1,2,3, Michael Fricker1,2, Jodie L Simpson2,3, Peter A Wark1,3, Vanessa M McDonald1,2,3,4.
Abstract
PURPOSE: Systemic inflammatory biomarkers can improve diagnosis and assessment of chronic obstructive pulmonary disease (COPD) and asthma. We aimed to validate an airway disease biomarker panel of 4 systemic inflammatory biomarkers, α2-macroglobulin, ceruloplasmin, haptoglobin and hemopexin, to establish their relationship to airway disease diagnosis and inflammatory phenotypes and to identify an optimized biomarker panel for disease differentiation.Entities:
Keywords: Asthma; COPD; airway inflammation; anti-inflammation; biomarker; diagnosis; haptoglobin; hemopexin
Year: 2021 PMID: 33733639 PMCID: PMC7984952 DOI: 10.4168/aair.2021.13.3.450
Source DB: PubMed Journal: Allergy Asthma Immunol Res ISSN: 2092-7355 Impact factor: 5.764
Clinical characteristics of the study populations by diagnosis
| Characteristic | Controls | Mild-Moderate asthma | Severe asthma | COPD | ||
|---|---|---|---|---|---|---|
| Sample number | 71 | 54 | 127 | 141 | ||
| Demographics | ||||||
| Female sex | 37 (52.1) | 30 (55.6) | 82 (64.6)§ | 61 (43.3) | ||
| Age (yr) | 56.3 (19.1–82.5) | 61.7 (24.3–80.2) | 59.1 (18.6–82.3) | 70.5 (43.9–88.6)*†‡ | ||
| BMI (kg/m2) (n = 392) | 25.3 (23.2, 27.7) (n = 71) | 32.1 (25.4, 35.5)* (n = 54) | 30.5 (25.9, 36.8)* (n = 126) | 29.0 (24.6, 32.1)* (n = 141) | ||
| Current smoker (n = 180) | 0 | 2 (3.7) (n = 54) | 9 (7.1) (n = 126) | 0 | - | |
| Ex-smoker (n = 391) | 23 (32.4) (n = 71) | 20 (37.0) (n = 54) | 59 (46.8) (n = 126) | 133 (95.0)*†‡ (n = 140) | ||
| Pack years (n = 234) | 3.0 (0.6, 15.0) (n = 23) | 10.0 (3.9, 20.0) (n = 19) | 9.0 (2.0, 18.0) (n = 59) | 45.5 (32.5, 68.8)*†‡ (n = 133) | ||
| ICS use (n = 321) | 0 | 51 (94.4) (n = 54) | 126 (100.0)§ (n = 126) | 129 (91.5) (n = 141) | ||
| ICS dose (Beclomethasone equiv. µg/day) (n = 302) | - | 1,000 (1,000, 2,000) (n = 51) | 2,000 (2,000, 2,000)§† (n = 125) | 2,000 (1,000, 2,000) (n = 126) | ||
| OCS use (n = 321) | 0 | 1 (1.9)∥ (n = 54) | 35 (27.8)§† (n = 126) | 1 (0.7) (n = 141) | ||
| OCS dose (mg/day) (n = 302) | - | 1 (1, 1) (n = 1) | 10 (5, 25) (n = 35) | 5 (5, 5) (n = 1) | 0.17 | |
| Macrolide use (n = 320) | - | 6 (11.1)§ (n = 54) | 10 (8.0)§ (n = 125) | 0 (0) (n = 141) | ||
| LABA use (n = 321) | - | 49 (90.7) (n = 54) | 126 (100.0)†§ (n = 126) | 123 (87.2) (n = 141) | ||
| Monoclonal anti-IgE use (n = 320) | - | 2 (3.7) (n = 54) | 0 (0) (n = 125) | 0 (0) (n = 141) | ||
| Monoclonal anti-IL-5 use (n = 320) | - | 3 (5.6) (n = 54) | 4 (3.2) (n = 125) | 0 (0) (n = 141) | ||
| SGRQ total (n = 264) | - | - | 47.2 ± 19.0 (n = 124) | 55.5 ± 17.0‡ (n = 140) | ||
| AQLQ score (n = 178) | - | 6.2 (5.7, 6.5) (n = 53) | 4.9 (4.1, 5.8) (n = 125) | - | ||
| ACQ score (n = 180) | - | 0.8 (0.5, 1.7) (n = 54) | 2.0 (1.3, 2.8) (n = 126) | - | ||
| Pulmonary | ||||||
| Post β2 FEV1 % predicted (n = 389) | 101.3 ± 14.4 (n = 69) | 83.7 ± 18.3* (n = 54) | 75.1 ± 21.3*† (n = 125) | 51.6 ± 17.7*†‡ (n = 141) | ||
| Post β2 FVC % predicted (n = 387) | 97.1 ± 13.4 (n = 69) | 89.9 ± 15.2 (n = 53) | 85.7 ± 16.1* (n = 125) | 76.7 ± 16.8*†‡ (n = 140) | ||
| Post β2 FEV1/FVC% (n = 387) | 81.9 ± 6.1 (n = 69) | 72.2 ± 10.3* (n = 53) | 67.6 ± 13.5* (n = 125) | 50.3 ± 15.4*†‡ (n = 140) | ||
| FeNO (ppb) (n = 210) | 12.6 (6.7, 18.9) (n = 59) | 17.8 (8.4, 30.4) (n = 40) | 16.0 (7.0, 37.4)* (n = 111) | - | ||
| mMRC dyspnoea score (n = 338) | 0 (n = 71) | - | 2 (1, 3)* (n = 126) | 2 (1, 3)* (n = 141) | ||
| Exacerbation history past 12 months (n = 321) | (n = 54) | (n = 126) | (n = 141) | |||
| Casualty/emergency presentations | - | 0 | 0 (0, 1) | 1 (0, 1)†‡ | ||
| Hospital admissions | - | 0 | 0 | 0 (0, 1)†‡ | ||
| Unscheduled doctor visits | - | 0 (0, 1) | 1 (0, 2)† | 1 (0, 2)† | ||
| Oral corticosteroid courses | - | 1 (0, 2) | 2 (1, 5)† | 2 (1, 3)† | ||
| Extra-pulmonary | ||||||
| Atopic status (n = 243) | 43 (61.4) (n = 70) | 40 (74.1) (n = 54) | 95 (79.8)* (n = 119) | - | ||
| 6MWD (metres) (n = 297) | 603.9 ± 81.0 (n = 70) | - | 454.4 ± 105.3* (n = 125) | 368.0 ± 117.8*‡ (n = 102) | ||
| HADS anxiety score (n = 337) | 4 (2, 6) (n = 70) | - | 6 (4, 9)* (n = 126) | 6 (4, 9)* (n = 141) | ||
| HADS depression score (n = 337) | 1 (0, 2) (n = 70) | - | 4 (2, 7)* (n = 126) | 6 (3, 9)*‡ (n = 141) | ||
| CCI score (n = 338) | 0 (n = 71) | - | 0 (0, 3)* (n = 126) | 4 (3, 5)*‡ (n = 141) | ||
| Induced sputum inflammatory characteristics | ||||||
| Viability (%) (n = 319) | 70.0 (50.0, 81.3) (n = 42) | 66.6 (48.9, 85.7) (n = 46) | 67.7 (47.4, 80.4) (n = 102) | 78.3 (50.0, 90.5) (n = 129) | 0.12 | |
| Total cell count (× 106/mL) (n = 319) | 2.0 (1.1, 3.3) (n = 42) | 3.2 (1.9, 4.8) (n = 46) | 4.1 (2.5, 7.9)* (n = 102) | 4.6 (2.6, 8.2)* (n = 129) | ||
| Neutrophils (%) | 25.7 (13.0, 45.3) | 36.2 (15.0, 58.5) | 38.3 (18.9, 61.6) | 52.5 (29.5, 70.3)*†‡ | ||
| Eosinophils (%) | 0.5 (0, 1.0) | 3.5 (0.8, 9.3)* | 3.5 (0.8, 12.7)* | 1.5 (0.8, 4.3)* | ||
| Macrophages (%) | 54.0 (41.1, 72.3) | 40.0 (22.8, 60.0)* | 43.1 (28.3, 60.5)*§ | 36.5 (18.3, 50.3)* | ||
| Lymphocytes (%) | 2.3 (0.4, 5.3) | 1.3 (0.3, 4.2)‡ | 0.8 (0, 1.8)* | 1.0 (0.3, 2.0)* | ||
| Columnar epithelial cell (%) | 2.3 (0.5, 4.8) | 3.8 (1.0, 12.0) | 2.8 (1.0, 6.6) | 3.0 (0.5, 7.0) | 0.45 | |
Data are presented as number (%), mean ± standard deviation or median (Q1, Q3). Bold-faced P values are considered significant.
COPD, chronic obstructive pulmonary disease; BMI, body mass index; ICS, inhaled corticosteroid; OCS, oral corticosteroid; LABA, long-acting β2-agonist; SGRQ, St. George Respiratory Questionnaire; AQLQ, Asthma Quality of Life Questionnaire; ACQ, asthma control questionnaire; FEV1, forced expiratory volume in one second; FVC, forced vital capacity; FeNO, fractional exhaled nitric oxide; mMRC, modified Medical Research Council; 6MWD, 6 minute walk distance; HADS, Hospital Anxiety and Depression Scale; CCI, Charleston Comorbidity Index.
Bonferroni post hoc test and Kruskal Wallis post hoc test. *P < 0.008 vs. control participants; †P < 0.008 vs. mild-moderate asthma participants; ‡P < 0.008 vs. severe asthma participants; §P < 0.008 vs. COPD participants. ∥Prescribed maintenance OCS indicated for fibromyalgia.
Serum inflammatory biomarkers of the study populations by diagnosis
| Biomarker | Controls | Mild-moderate asthma | Severe asthma | COPD | |
|---|---|---|---|---|---|
| Sample number | 71 | 54 | 127 | 141 | |
| CRP (mg/L) (n = 385) | 1.2 (0.6, 2.4) (n = 67) | 2.6 (1.0, 7.0)* (n = 54) | 3.0 (1.3, 7.1)* (n = 125) | 3.9 (1.9, 9.3)* (n = 139) | |
| WBC count (× 109/L) (n = 389) | 6.2 (5.4, 7.1) (n = 67) | 7.3 (6.4, 8.7)* (n = 54) | 7.6 (6.3, 9.3)* (n = 127) | 7.6 (6.4, 9.2)* (n = 141) | |
| IL-6 HS (pg/mL) | 0.5 (0.1, 1.2) | 2.0 (1.0, 3.9)* | 2.3 (0.9, 4.1)* | 2.9 (1.8, 4.9)*‡ | |
| PBE count (× 109/L) (n = 389) | 0.1 (0.1, 0.3) (n = 67) | 0.3 (0.2, 0.4)*§ (n = 54) | 0.2 (0.1, 0.4)*§ (n = 127) | 0.2 (0.1, 0.3)* (n = 141) | |
| Cp (µg/mL) | 373.8 (319.0, 696.5)† | 302.2 (243.5, 426.5) | 686.8 (354.5, 987.8)*† | 576.9 (448.7, 812.0)*† | |
| Hp (µg/mL) | 980 (716, 1,305) | 1,586 (1,277, 1,899)* | 1,579 (1,167, 2,218)* | 1,948 (1,288, 2,874)* | |
| Hpx (µg/mL) | 834 (759, 1,060) | 790 (664, 1,102) | 1,161 (965, 1,353)*† | 2,179 (1,738, 2,751)*†‡ |
Data are presented as median (Q1, Q3). Bold-faced P values are considered significant.
COPD, chronic obstructive pulmonary disease; WBC, white blood cell count; IL-6, interleukin-6; HS, high sensitivity; PBE, peripheral blood eosinophil count; Cp, ceruloplasmin; Hp, haptoglobin; Hpx, hemopexin.
Bonferroni post hoc test and Kruskal Wallis post hoc test; *P < 0.008 vs. control participants; †P < 0.008 vs. mild-moderate asthma participants; ‡P < 0.008 vs. severe asthma participants; §P < 0.008 vs. COPD participants.
Fig. 1Serum inflammatory biomarkers between diagnoses. (A) Ceruloplasmin, (B) Haptoglobin and (C) Hemopexin. Scatter graphs show medians (Q3).
COPD, chronic obstructive pulmonary disease.
*P < 0.008 vs. control participants; †P < 0.008 vs. mild-moderate asthma participants; ‡P < 0.008 vs. severe asthma participants.
Serum inflammatory biomarkers of airway phenotypes
| Biomarker | Controls | Neutrophilic | Eosinophilic | Mixed granulocytic | Pauci-granulocytic | |
|---|---|---|---|---|---|---|
| Sample number | 71 | 67 | 113 | 26 | 88 | |
| CRP (mg/L) (n = 357) | 1.2 (0.6, 2.4) (n = 67) | 3.5 (1.8, 10.5) (n = 66)* | 3.2 (1.5, 7.9) (n = 110)* | 5.1 (3.1, 9.8) (n = 26)* | 3.1 (1.6, 6.9) (n = 88)* | |
| WBC count (× 109/L) (n = 361) | 6.2 (5.4, 7.1) (n = 67) | 7.7 (6.5, 9.2) (n = 67)* | 7.7 (6.7, 9.4) (n = 113)* | 7.6 (6.4, 9.4) (n = 26)* | 7.4 (6.1, 8.4) (n = 88)* | |
| IL-6 HS (pg/mL) | 0.5 (0.1, 1.2) | 3.0 (1.3, 5.5)* | 2.5 (1.3, 4.4)* | 3.1 (1.8, 4.9)* | 2.4 (1.3, 4.2)* | |
| PBE count (× 109/L) (n = 361) | 0.1 (0.1, 0.3) (n = 67) | 0.2 (0.1, 0.3) (n = 67) | 0.3 (0.2, 0.5) (n = 113)*†‡ | 0.3 (0.2, 0.6) (n = 26)*†‡ | 0.1 (0.1, 0.2) (n = 88) | |
| Cp (µg/mL) | 373.8 (319.0, 696.5) | 610.8 (426.5, 960.3)* | 512.8 (338.3, 806.5) | 584.0 (342.7, 1,130.1) | 545.4 (408.8, 857.7)* | |
| Hp (µg/mL) | 980 (716, 1,305) | 1,792 (1,117, 2,532)* | 1,819 (1,257, 2,568)* | 1,887 (1,140, 2,504)* | 1,644 (1,322, 2,243)* | |
| Hpx (µg/mL) | 834 (759, 1,060) | 1,677 (1,143, 2,301)* | 1,280 (992, 1,895)* | 1,502 (1,011, 2,353)* | 1,441 (1,078, 2,140)* |
Data are presented as median (Q1, Q3). Bold-faced P values are considered significant.
WBC, white blood cell count; IL-6, interleukin-6; HS, high sensitivity; PBE, peripheral blood eosinophil count; Cp, ceruloplasmin; Hp, haptoglobin; Hpx, hemopexin.
Kruskal Wallis post hoc test. *P < 0.005 vs. control participants; †P < 0.005 vs. neutrophilic participants; ‡P < 0.005 vs. pauci-granulocytic participants.
Fig. 2Serum inflammatory biomarkers between airway inflammatory phenotypes. (A) Ceruloplasmin, (B) Haptoglobin and (C) Hemopexin. Scatter graphs show medians (Q3).
*P < 0.005 vs. control participants.
Serum inflammatory biomarkers for systemic phenotypes
| Biomarker | Controls | No systemic Inflammation | Systemic inflammation | |
|---|---|---|---|---|
| Sample number | 71 | 159 | 163 | |
| CRP (mg/L) (n = 385) | 1.2 (0.6, 2.4) (n = 67) | 1.6 (0.9, 2.6) (n = 159) | 7.1 (4.0, 11.2)*† (n = 159) | |
| WBC count (× 109/L) (n = 389) | 6.2 (5.4, 7.1) (n = 67) | 6.8 (6.1, 7.8)* (n = 159) | 8.7 (7.2, 10.1)*† (n = 163) | |
| IL-6 HS (pg/mL) | 0.5 (0.1, 1.2) | 1.3 (0.5, 2.7)* | 3.7 (2.4, 6.4)*† | |
| PBE count (× 109/L) (n = 389) | 0.1 (0.1, 0.3) (n = 67) | 0.2 (0.1, 0.3)* (n = 159) | 0.2 (0.1, 0.4)* (n = 163) | |
| Cp (µg/mL) | 373.8 (319.0, 696.5) | 494.0 (327.2, 757.9) | 615.5 (420.6, 948.1)*† | |
| Hp (µg/mL) | 980 (716, 1,305) | 1,480 (1,033, 1,844)* | 2,054 (1,398, 2,669)*† | |
| Hpx (µg/mL) | 834 (759, 1,060) | 1,285 (902, 1,883)* | 1,537 (1,143, 2,316)*† |
Data are presented as median (Q1, Q3). Bold-faced P values are considered significant.
WBC, white blood cell count; IL-6, interleukin-6; HS, high sensitivity; PBE, peripheral blood eosinophil count; Cp, ceruloplasmin; Hp, haptoglobin; Hpx, hemopexin.
Bonferroni post hoc test and Kruskal Wallis post hoc test. *P < 0.02 vs. control participants; †P < 0.02 vs. no systemic inflammation.
Fig. 3Serum inflammatory biomarkers between systemic inflammatory phenotypes. (A) Ceruloplasmin, (B) Haptoglobin and (C) Hemopexin. Scatter graphs show medians (Q3).
*P < 0.02 vs. control participants; †P < 0.02 vs. no systemic inflammation.
Analysis of diagnostic value of systemic inflammatory biomarkers between study groups
| Marker combination | COPD vs. Control | Asthma vs. Control | COPD vs. Asthma | ||||||
|---|---|---|---|---|---|---|---|---|---|
| No. | AUC | 95% CI | No. | AUC | 95% CI | No. | AUC | 95% CI | |
| Cp | 212 | 0.866 | 0.810, 0.921 | 251 | 0.754 | 0.694, 0.815 | 321 | 0.793 | 0.745, 0.840 |
| Hp | 212 | 0.894 | 0.850, 0.939 | 251 | 0.811 | 0.756, 0.866 | 321 | 0.815 | 0.770, 0.861 |
| Hpx | 212 | 0.983 | 0.967, 0.999 | 251 | 0.776 | 0.716, 0.836 | 321 | 0.970 | 0.954, 0.986 |
| CRP | 206 | 0.878 | 0.823, 0.933 | 246 | 0.764 | 0.703, 0.826 | 318 | 0.805 | 0.758, 0.851 |
| WBC | 208 | 0.903 | 0.852, 0.953 | 247 | 0.818 | 0.762, 0.874 | 321 | 0.794 | 0.746, 0.841 |
| IL-6 | 212 | 0.897 | 0.849, 0.944 | 251 | 0.807 | 0.749, 0.865 | 321 | 0.797 | 0.749, 0.844 |
| PBE | 208 | 0.880 | 0.827, 0.933 | 247 | 0.816 | 0.763, 0.869 | 321 | 0.794 | 0.746, 0.841 |
| Cp + Hp | 212 | 0.894 | 0.850, 0.939 | 251 | 0.812 | 0.757, 0.868 | 321 | 0.816 | 0.770, 0.861 |
| Cp + Hpx | 212 | 0.984 | 0.969, 0.999 | 251 | 0.776 | 0.716, 0.835 | 321 | 0.970 | 0.954, 0.986 |
| Hp + Hpx | 212 | 0.986 | 0.972, 0.999 | 251 | 0.817 | 0.763, 0.871 | 321 | 0.972 | 0.956, 0.987 |
| Cp + Hp + Hpx | 212 | 0.987 | 0.975, 0.999 | 251 | 0.818 | 0.763, 0.872 | 321 | 0.972 | 0.956, 0.987 |
| Cp + CRP + WBC + IL-6 + PBE | 206 | 0.916 | 0.869, 0.964 | 246 | 0.865 | 0.814, 0.917 | 318 | 0.808 | 0.762, 0.854 |
| Hp + CRP + WBC + IL-6 + PBE | 206 | 0.925 | 0.882, 0.967 | 246 | 0.875 | 0.828, 0.923 | 318 | 0.825 | 0.781, 0.869 |
| Hpx + CRP + WBC + IL-6 + PBE | 206 | 0.987 | 0.972, 1.000 | 246 | 0.869 | 0.819, 0.919 | 318 | 0.973 | 0.957, 0.988 |
| Cp + Hp + CRP + WBC + IL-6 + PBE | 206 | 0.925 | 0.882, 0.967 | 246 | 0.875 | 0.827, 0.923 | 318 | 0.826 | 0.782, 0.870 |
| Cp + Hpx + CRP + WBC + IL-6 + PBE | 206 | 0.988 | 0.972, 1.000 | 246 | 0.869 | 0.819, 0.920 | 318 | 0.973 | 0.957, 0.988 |
| Hp + Hpx + CRP + WBC + IL-6 + PBE | 206 | 0.989 | 0.974, 1.000 | 246 | 0.875 | 0.828, 0.922 | 318 | 0.974 | 0.959, 0.989 |
| Cp + Hp + Hpx + CRP + WBC + IL-6 + PBE | 206 | 0.989 | 0.976, 1.000 | 246 | 0.875 | 0.828, 0.923 | 318 | 0.974 | 0.959, 0.989 |
Multivariate logistic regression adjusted for age, sex and body mass index.
COPD, chronic obstructive pulmonary disease; Cp, ceruloplasmin; Hp, haptoglobin; Hpx, hemopexin; CRP, C-reactive protein; WBC, white blood cell count; IL-6, interleukin-6; PBE, peripheral blood eosinophil count; AUC, area under the curve; CI, confidence interval.
Fig. 4ROC curve analysis of systemic biomarkers to predict (A) COPD vs. Controls, (B) Asthma vs. Controls, and (C) COPD vs. Asthma.
ROC, receiver operator characteristic; COPD, chronic obstructive pulmonary disease; AUC, area under the curve; CRP, C-reactive protein; WBC, white blood cell; IL-6, interleukin-6; PBE, peripheral blood eosinophil; Hp, haptoglobin; Hpx, hemopexin.
*P ≤ 0.01 vs. Ceruloplasmin; †P ≤ 0.01 vs. Haptoglobin; ‡P ≤ 0.05 vs. CRP; §P ≤ 0.01 vs. WBC count; ∥P ≤ 0.01 vs. IL-6; ¶P ≤ 0.01 vs. PBE count; **P < 0.001 vs. Hemopexin; ††P < 0.05 vs. Ceruloplasmin; ‡‡P < 0.05 vs. WBC.
Optimal cutoff values for individual protein markers
| Study group | Marker | Empirical optimal cutpoint | Sensitivity | Specificity | Youden Index* | AUC at cutoff |
|---|---|---|---|---|---|---|
| COPD vs. Control | Ceruloplasmin | 399.23 | 0.89 | 0.59 | 0.48 | 0.74 |
| Haptoglobin | 1,414.50 | 0.70 | 0.85 | 0.54 | 0.77 | |
| Hemopexin | 1,311.37 | 0.96 | 0.90 | 0.87 | 0.93 | |
| Asthma vs. Control | Ceruloplasmin | 426.37 | 0.56 | 0.63 | 0.20 | 0.60 |
| Haptoglobin | 1,305.01 | 0.70 | 0.76 | 0.46 | 0.73 | |
| Hemopexin | 962.96 | 0.64 | 0.68 | 0.32 | 0.66 | |
| COPD vs. Asthma | Ceruloplasmin | 343.79 | 0.98 | 0.36 | 0.34 | 0.67 |
| Haptoglobin | 1,724.09 | 0.60 | 0.62 | 0.22 | 0.61 | |
| Hemopexin | 1,572.16 | 0.86 | 0.91 | 0.77 | 0.88 |
*Youden Index summarises the performance of a diagnostic test. A value of 1.00 indicates a test with no false positives or false negatives.
COPD, chronic obstructive pulmonary disease; AUC, area under the curve.