| Literature DB >> 32667261 |
Johan Kolmert1,2,3, Cristina Gómez1,2,3, David Balgoma1,2,3, Marcus Sjödin1,2,3, Johan Bood1,3,4, Jon R Konradsen3,5,6, Magnus Ericsson7, John-Olof Thörngren7, Anna James1,3, Maria Mikus1,3, Ana R Sousa8, John H Riley8, Stewart Bates8, Per S Bakke9, Ioannis Pandis10, Massimo Caruso11,12, Pascal Chanez13, Stephen J Fowler14, Thomas Geiser15, Peter Howarth16, Ildikó Horváth17, Norbert Krug18, Paolo Montuschi19, Marek Sanak20, Annelie Behndig21, Dominick E Shaw22, Richard G Knowles23, Cécile T J Holweg24, Åsa M Wheelock25, Barbro Dahlén3,4, Björn Nordlund5,6, Kjell Alving26, Gunilla Hedlin3,5,6, Kian Fan Chung10, Ian M Adcock10, Peter J Sterk27, Ratko Djukanovic16, Sven-Erik Dahlén1,3, Craig E Wheelock2,3.
Abstract
Rationale: New approaches are needed to guide personalized treatment of asthma.Entities:
Keywords: U-BIOPRED; mass spectrometry; severe asthma; type 2 inflammation; urinary eicosanoid metabolites
Mesh:
Substances:
Year: 2021 PMID: 32667261 PMCID: PMC7781128 DOI: 10.1164/rccm.201909-1869OC
Source DB: PubMed Journal: Am J Respir Crit Care Med ISSN: 1073-449X Impact factor: 21.405
Figure 1.Schematic overview of arachidonic acid–derived lipid mediators (eicosanoids) following both enzymatic and nonenzymatic metabolism. Blue text indicates the known or proposed biologic effect of the indicated pathway. Gray boxes highlight eicosanoids quantified in urine from participants in the U-BIOPRED (Unbiased Biomarkers for the Prediction of Respiratory Diseases Outcomes) study by UPLC-MS/MS. 5-LOX = 5-lipoxygenase; COX = cyclooxygenase; cPLA = cytosolic phospholipase A2; FLAP = five lipoxygenase-activating protein; iPF2α = isoprostane-F2α; LT = leukotriene; LTC4S = LTC4-synthase; PG = prostaglandin; PGDS = PGD-synthase; PGES = PGE-synthases; PGFS = PGF-synthase; PGIS = PGI-synthase; tetranorPGDM = tetranor PGD2 metabolite; tetranorPGEM = tetranor PGE2 metabolite; TX = thromboxane; TXAS = TXA-synthase; UPLC–MS/MS = ultraperformance liquid chromatography–tandem mass spectrometry.
U-BIOPRED Study Characteristics of 597 Participants Used for Urinary Eicosanoid Metabolite Profiling
| Healthy Nonsmoking Participants | Mild-to-Moderate Nonsmoking Asthma | Severe Nonsmoking Asthma | Smokers and Ex-Smokers with Severe Asthma | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Median (IQR) or % | Median (IQR) or % | Median (IQR) or % | Median (IQR) or % | ||||||
| Participants, | 100 | — | 86 | — | 302 | — | 109 | — | — |
| Age, yr | 35 (27–49) | 100 | 43 (28–53) | 86 | 53 (43–62) | 302 | 55 (48–61) | 109 | <0.0001 |
| Sex, % F | 39% | — | 50% | — | 66% | — | 51% | — | <0.0001 |
| BMI, kg/m2 | 24.6 (22.8–27.5) | 100 | 24.8 (23.1–28.8) | 86 | 27.8 (24.6–33.7) | 302 | 28.9 (25.2–32.6) | 109 | <0.0001 |
| FEV1% | 102 (94–110) | 100 | 92 (76–100) | 85 | 67 (51–85) | 299 | 66 (53–78) | 109 | <0.0001 |
| Exacerbations, | NA | — | 0.0 (0–1.0) | 86 | 2.0 (1.0–3.0) | 301 | 2.0 (1.0–4.0) | 109 | <0.0001 |
| Smoking history, pack-years) | 1 (0−4) | 20 | 4 (1–5) | 13 | 2 (1–4) | 43 | 17 (10−26) | 109 | <0.0001 |
| ACQ-5 | NA | — | 0.8 (0.3–1.4) | 83 | 2.2 (1.4–3.0) | 291 | 2.2 (1.4–3.0) | 106 | <0.0001 |
| AQLQ | NA | — | 6.2 (5.4–6.5) | 82 | 4.6 (3.6–5.4) | 299 | 4.4 (3.5–5.3) | 105 | <0.0001 |
| Daily to weekly OCS use | NA | — | NA | — | 41% | 124 | 40% | 44 | — |
| OCS, mg eq. | NA | — | NA | — | 12 (8–20) | 145 | 16 (10–25) | 58 | 0.1374 |
| Omalizumab users | NA | — | NA | — | 13% | 40 | 13% | 14 | — |
| Comb. atopy, % positive | 40% | 40 | 90% | 77 | 74% | 224 | 62% | 68 | <0.0001 |
| F | 19 (13–29) | 95 | 25 (18–52) | 85 | 27 (16–48) | 281 | 23 (12–43) | 103 | 0.0005 |
| Periostin, ng/ml | 50 (44–57) | 88 | 49 (41–55) | 71 | 50 (42–60) | 250 | 44 (36–59) | 85 | 0.0339 |
| Sputum eosinophils, % | 0.3 (0.2–0.9) | 18 | 1.3 (0.7–3.9) | 35 | 4.1 (1.3–26.5) | 109 | 4.5 (1.1–13.8) | 49 | <0.0001 |
| Blood eosinophil, counts/μl | 100 (90–200) | 100 | 200 (100–300) | 86 | 200 (100–400) | 294 | 220 (110–405) | 105 | <0.0001 |
| Serum IL-13, pg/ml | 0.4 (0.3–0.6) | 87 | 0.6 (0.4–0.9) | 70 | 0.6 (0.3–1.1) | 245 | 0.5 (0.3–1.1) | 82 | 0.0004 |
| Serum total IgE, IU/ml | 23 (9–63) | 97 | 89 (50–244) | 83 | 119 (45–347) | 295 | 124 (59–343) | 106 | <0.0001 |
| hsCRP, mg/L | 0.8 (0.3–1.6) | 97 | 0.8 (0.4–2.1) | 85 | 2.1 (0.9–4.9) | 295 | 2.3 (1.1–4.8) | 109 | <0.0001 |
Definition of abbreviations: ACQ-5 = Asthma Control Questionnaire mean of 1–5; AQLQ = Asthma Quality Of Life Questionnaire total mean; BMI = body mass index; Comb. = combined; FeNO = fractional exhaled nitric oxide; hsCRP = high-sensitivity C-reactive protein; IQR = interquartile range; mg eq. = dose equivalents normalized to milligrams of prednisolone; NA = not applicable; OCS = oral corticosteroids; ppb = parts per billion; U-BIOPRED = Unbiased Biomarkers for the Prediction of Respiratory Diseases Outcomes.
Significance was evaluated using a Kruskal-Wallis nonparametric test or a chi-square test for categorical variables.
Prebronchodilator FEV1%.
Clinical Characteristics of 95 Adolescent Participants in the Swedish Search Study Stratified by Asthma Severity
| Controlled Persistent Asthma | Severe Asthma | ||
|---|---|---|---|
| Number | 38 | 57 | — |
| Age, yr | 14.2 (11.5–16.2) | 13.5 (10.6–15.6) | 0.370 |
| Sex, % F | 39 | 42 | 0.798 |
| FEV1% | 90 (82–100) | 82 (70–94) | 0.009 |
| Asthma Control Test | 23 (22–24) | 18 (15–19) | <0.0001 |
| Methacholine, DRS | 3 (0.4–30) | 18 (2–61) | 0.006 |
| Atopic, % | 84 | 83 | 0.910 |
| Respiratory allergy, % | 76 | 77 | 0.870 |
| Food allergy, % | 53 | 37 | 0.140 |
| Exacerbations in previous 12 mo | 0 (0–1) | 5 (3–10) | <0.0001 |
| ICS, μg budesonide equivalents | 320 (190–400) | 800 (800–800) | <0.0001 |
| Antileukotriene users (montelukast), | 0 | 46 | — |
| Serum total IgE, IU/ml | 290 (81–765) | 283 (118–853) | 0.609 |
| F | 17 (10–26) | 22 (10–40) | 0.166 |
| Blood eosinophils, counts/μl | 200 (100–325) | 300 (200–585) | 0.008 |
| Serum periostin, ng/ml | 90 (76–119) | 84 (56–106) | 0.190 |
| EDN, ng/mmol creatinine | 116 (73–145) | 114 (88–173) | 0.357 |
| CysLTs, ng/mmol creatinine | 100 (77–133) | 112 (81–162) | 0.188 |
| PGD2 metabolites, ng/mmol creatinine | 65 (44–82) | 67 (49–93) | 0.359 |
Definition of abbreviations: CysLT = cysteinyl leukotriene; DRS = methacholine slope of dose–response; EDN = eosinophil-derived neurotoxin; FeNO = fractional exhaled nitric oxide; ICS = inhaled corticosteroids; PGD2 = prostaglandin D2; ppb = parts per billion.
All values are given as median (interquartile range) unless otherwise specified. Group comparisons were performed by using Mann-Whitney U test or chi-square test for categorical variables. “Atopic” refers to being sensitized to at least one food or respiratory allergen. “Respiratory allergy” refers to being sensitized (>0.35 kuA/L) to one or more of the following allergen sources: cat, dog, horse, timothy, birch, mugwort, Dermatophagoides pteronyssinus, and Cladisporium. “Food allergy” refers to being sensitized (>0.35 kuA/L) to one or more of the following allergen sources: milk, egg, wheat, peanut, soya, and cod. Concentrations of CysLTs and PGD2 metabolites were measured by enzyme immunoassay.
Prebronchodilator FEV1%.
Figure 2.Median (interquartile range) urinary concentration of individual eicosanoids in the U-BIOPRED (Unbiased Biomarkers for the Prediction of Respiratory Diseases Outcomes) adult baseline healthy participant (healthy control) group (n = 100). TetranorPGEM concentrations are stratified by sex. CysLT = cysteinyl LT; iPF2α = isoprostane-F2α; LT = leukotriene; PG = prostaglandin; tetranorPGDM = tetranor PGD2 metabolite; tetranorPGEM = tetranor PGE2 metabolite; TX = thromboxane.
Median (IQR) Urinary Eicosanoid Metabolite Concentrations (ng/mmol Creatinine) in U-BIOPRED Healthy Participants and Participants with Asthma Sorted in Order of Descending Concentration
| Healthy Nonsmoking Participants ( | MMA ( | SAn ( | SAs/ex ( | ||||
|---|---|---|---|---|---|---|---|
| Median (IQR) | HC vs. MMA | Median (IQR) | MMA vs. SAn | Median (IQR) | SAn vs. SAs/ex | ||
| TetranorPGEM (male) | 1,510 (989–2,588) | 925 (677–1,576) | <0.001 | 1,196 (835–1,922) | 0.043 | 1,665 (1,084–2,303) | 0.025 |
| TetranorPGEM (female) | 701 (482–1,152) | 656 (433–899) | 0.498 | 698 (533–1,166) | 0.230 | 1,021 (582–1,489) | 0.013 |
| 8,12- | 392 (293–508) | 384 (281–506) | 0.570 | 387 (265–549) | 0.669 | 367 (273–508) | 0.484 |
| TetranorPGDM | 188 (139–250) | 204 (138–285) | 0.486 | 268 (190–368) | <0.001 | 297 (204–410) | 0.083 |
| 2,3-dinor-8 | 171 (124–239) | 163 (113–221) | 0.390 | 191 (135–291) | 0.009 | 208 (150–314) | 0.153 |
| PGF2α | 97 (75–142) | 105 (79–142) | 0.460 | 116 (86–158) | 0.039 | 117 (86–153) | 0.647 |
| 2,3-dinor-11β-PGF2α | 46 (31–62) | 47 (31–68) | 0.833 | 58 (39–80) | 0.001 | 62 (46–83) | 0.077 |
| 2,3-dinor-TXB2 | 42 (30–61) | 42 (27–60) | 0.908 | 45 (30–67) | 0.567 | 58 (36–83) | 0.006 |
| 8- | 23 (18–29) | 24 (18–33) | 0.897 | 27 (20–39) | 0.014 | 30 (25–43) | <0.001 |
| PGE2 | 10.0 (5.8–20.0) | 10.0 (6.0–15.0) | 0.205 | 15.0 (8.3–23.0) | <0.001 | 14.0 (8.9–24.0) | 0.779 |
| 11-dehydro-TXB2 | 6.8 (3.4–11.0) | 6.8 (4.6–9.3) | 0.741 | 8.3 (4.8–13.0) | 0.020 | 9.1 (6.4–14.0) | 0.092 |
| LTE4 | 3.1 (1.9–4.9) | 4.5 (3.1-7-0) | <0.001 | 6.3 (3.9–11.0) | <0.001 | 7.3 (4.3–12.0) | 0.304 |
Definition of abbreviations: HC = healthy control participants; iPF2α = isoprostane-F2α; IQR = interquartile range; LTE4 = leukotriene E4; MMA = participants with mild-to-moderate asthma; PG = prostaglandin; SAn = nonsmokers with severe asthma; SAs/ex = smokers or ex-smokers with severe asthma; tetranorPGDM = tetranor PGD2 metabolite; tetranorPGEM = tetranor PGE2 metabolite; TXB2 = thromboxane B2; U-BIOPRED = Unbiased Biomarkers for the Prediction of Respiratory Diseases Outcomes.
Significance was determined by using a nonparametric Mann-Whitney U test.
Figure 3.Distribution of urinary eicosanoid concentrations in HC (n = 100), MMA (n = 86), SAn (n = 302), and SAs/ex (n = 109) for (A and B) PGD2 metabolites, (C) PGF2α, (D) LTE4, (E and F) thromboxane metabolites, (G–I) isoprostanes, (J) PGE2, and (K and L) and PGE2 metabolites. Data are plotted on a log2 scale. Boxes highlight the interquartile range with the group median; bars display the total distribution range (minimum to maximum). Significant group differences are indicated by P values determined by the Mann-Whitney U test. HC = healthy control participants; iPF2α = isoprostane-F2α; LT = leukotriene; MMA = participants with mild-to-moderate asthma; PG = prostaglandin; SAn = nonsmokers with severe asthma; SAs/ex = smokers or ex-smokers with severe asthma; tetranorPGDM = tetranor PGD2 metabolite; tetranorPGEM = tetranor PGE2 metabolite; TX = thromboxane.
Evaluation of the Effect of OCS on U-BIOPRED Urinary Eicosanoid Metabolite Concentrations in Participants with Severe Asthma
| Pathway and Metabolite | OCS Usage according to Medical History | Combined Criteria: Reported Daily OCS (Yes or No) and Detection of Urinary Prednisolone or Its Metabolites | ||||
|---|---|---|---|---|---|---|
| No ( | Yes ( | No/No ( | Yes/Yes ( | |||
| PGD2 | ||||||
| TetranorPGDM | 283 (195–387) | 268 (203–368) | 0.927 | 285 (195–386) | 272 (216–399) | 0.528 |
| 2,3-dinor-11β-PGF2α | 60.8 (39.3–78.4) | 56.5 (39.5–80.4) | 0.778 | 60.5 (42.8–78.5) | 56.6 (37.3–80.9) | 0.641 |
| PGE2 | ||||||
| TetranorPGEM, M | 1,177 (809–2,068) | 1,291 (901–1,952) | 0.878 | 1,416 (912–2,113) | 1,355 (900–1,970) | 0.813 |
| TetranorPGEM, F | 778 (552–1,230) | 761 (499–1,343) | 0.761 | 790 (555–1,246) | 743 (501–1,313) | 0.689 |
| PGE2 | 13.3 (7.8–24.8) | 15.8 (9.2–23.9) | 0.343 | 14.2 (8.9–25.5) | 15.0 (8.3–24.1) | 0.654 |
| PGF2α | ||||||
| PGF2α | 116 (80–155) | 118 (88–164) | 0.250 | 116 (82–156) | 114 (83–168) | 0.771 |
| TXA2 | ||||||
| 11-dehydro-TXB2 | 8.9 (4.9–13.2) | 8.3 (4.7–12.4) | 0.557 | 8.5 (4.9–12.5) | 8.7 (5.5–12.6) | 0.723 |
| 2,3-dinor-TXB2 | 50.0 (33.6–76.3) | 44.7 (30.5–61.0) | 0.017 | 51.8 (34.0–77.1) | 45.1 (30.5–58.1) | 0.044 |
| Isoprostanes | ||||||
| 8- | 26.7 (19.5–36.2) | 28.9 (21.7–40.8) | 0.063 | 26.8 (20.0–37.0) | 28.8 (21.5–39.0) | 0.349 |
| 2,3-dinor-8 | 202 (136–295) | 183 (134–290) | 0.314 | 204 (137–295) | 170 (121–271) | 0.058 |
| 8,12- | 407 (282–550) | 350 (248–498) | 0.038 | 419 (295–550) | 335 (244–517) | 0.036 |
| Cysteinyl LTs | ||||||
| LTE4 | 6.9 (4.1–10.2) | 6.3 (3.9–12.2) | 0.719 | 6.7 (4.3–9.9) | 6.5 (4.1–12.4) | 0.572 |
Definition of abbreviations: iPF2α = isoprostane-F2α; LTE4 = leukotriene E4; OCS = oral corticosteroids; PG = prostaglandin; tetranorPGDM = tetranor PGD2 metabolite; tetranorPGEM = tetranor PGE2 metabolite; TX = thromboxane; U-BIOPRED = Unbiased Biomarkers for the Prediction of Respiratory Diseases Outcomes.
Statistical comparison was performed using two different criteria.* Data are presented as median (interquartile range). The nonparametric Mann-Whitney U test was used.
Participant stratification by reported use of OCS (yes vs. no). Participants reporting daily to weekly OCS are classified as “yes,” whereas participants reporting no or previous OCS use are classified as “no.”
Positive detection was defined by the presence of prednisolone or prednisone, methylprednisolone, 16α-OH-prednisolone, 20β-dihydroprednisolone, or desacetyl deflazacort in urine.
Participant stratification by reported daily OCS usage plus detection of prednisolone in urine (yes/yes vs. no/no).
For tetranorPGEM, the number of participants was as follows for participant stratification by reported use of OCS: male, no = 73 and yes = 69; female, no = 125 and yes = 99; and as follows for participant stratification by reported daily OCS usage plus detection of prednisolone in urine: male, no/no = 64 and yes/yes = 41; female, no/no = 103 and yes/yes = 49.
Figure 4.Effect of oral corticosteroids (OCS) on observed urinary eicosanoid concentrations. (A) Stratification of adult U-BIOPRED (Unbiased Biomarkers for the Prediction of Respiratory Diseases Outcomes) participants with severe asthma according to reported daily use of OCS and detection of prednisolone or prednisolone metabolites in urine (OCS, n = 90; no OCS, n = 167) (data from Table 4). (B) Median (interquartile range [IQR]) of urinary LTE4, tetranorPGDM, and 2,3-dinor-11β-PGF2α concentrations across participants with detectable urinary prednisolone in the adult U-BIOPRED study. Of the 90 individuals in which prednisolone or its metabolites were detected, parent prednisolone was only detected in 68 individuals. Quantified urinary prednisolone is stratified as follows: <500 (n = 17), 500–2,000 (n = 27), and >2,000 ng/ml (n = 24). (C) Median (IQR) of urinary concentration of CysLT and PGD2 metabolites across the three inhaled corticosteroid budesonide dose groups in adolescent children from the Swedish Search study. Budesonide eq. is stratified as follows: <500 (n = 38), 500–<1,000 (n = 46), and ≥1,000 μg (n = 11). CysLT = cysteinyl LT; eq. = equivalents; iPF2α = isoprostane-F2α; LT = leukotriene; PG = prostaglandin; tetranorPGDM = tetranor PGD2 metabolite; tetranorPGEM = tetranor PGE2 metabolite; TX = thromboxane.
Figure 5.Participants with SA from the adult U-BIOPRED (Unbiased Biomarkers for the Prediction of Respiratory Diseases Outcomes) study with a history of omalizumab treatment (n = 52) were compared in a case-control design (1:2) to a group (n = 104) matched for similarities in serum IgE. The violin-plot horizontal lines correspond to group median and interquartile-range values for the two PGD2 metabolites and LTE4. Group comparisons were evaluated by the Mann-Whitney U test (data from Table E3). LT = leukotriene; PG = prostaglandin; SA = severe asthma; tetranorPGDM = tetranor PGD2 metabolite.
Figure 6.Selection of U-BIOPRED (Unbiased Biomarkers for the Prediction of Respiratory Diseases Outcomes) adult participants with mild-to-moderate asthma, nonsmokers with severe asthma, and smokers/ex-smokers with severe asthma at baseline using the 25th and 75th concentration percentile of urinary LTE4 and calculated composite (log2-transformed and z-scored) variables for PGD2 metabolites (c-PGD2). A complete list of significant associations is provided in Table E6. At the 12- to 18-month follow-up visit (longitudinal), 302 participants with severe asthma were used for internal validation of the type 2 associations. Data are presented as the median and interquartile range and were evaluated by using the Mann-Whitney U test. c-PGD2 = combined PGD2 metabolites; FeNO = fractional exhaled nitric oxide; LTE4 = leukotriene E4; PGD2 = prostaglandin D2; ppb = parts per billion.
Clinical and Biochemical Characteristics of 302 Adult Participants with Severe Asthma at Baseline and at the 12- to 18-Month Longitudinal Visit in the U-BIOPRED Study
| Baseline | Longitudinal | ||
|---|---|---|---|
| Sex, % F | 60% | 60% | — |
| FEV1% | 65 (19–82) | 64 (16–82) | 0.100 |
| F | 26 (15–46) | 23 (15–41) | 0.251 |
| Blood eosinophils, counts/μl | 200 (100–400) | 200 (100–400) | 0.592 |
| Sputum eosinophils, % | 2.8 (0.4–13) | 2.0 (0.4–11) | 0.442 |
| Serum IL-13, pg/ml | 0.58 (0.30–1.14) | 0.65 (0.32–1.23) | 0.576 |
| Serum periostin, ng/ml | 49 (40–60) | 51 (42–63) | 0.196 |
| ACQ-5 | 2.2 (1.4–3.0) | 2.0 (1.0–3.2) | 0.449 |
| AQLQ | 4.5 (3.5–5.5) | 4.4 (3.5–5.4) | 0.515 |
| OCS detected, % yes | 28 | 32 | 0.368 |
| Urine prednisolone, ng/ml | 1,391 (498–2,842) | 1,250 (664–2,724) | 0.931 |
| Urine LTE4, ng/mmol creatinine | 6.4 (3.9–11.3) | 6.2 (3.6–10.4) | 0.211 |
| Urine tetranorPGDM, ng/mmol creatinine | 279 (198–382) | 261 (174–384) | 0.131 |
Definition of abbreviations: ACQ-5 = Asthma Control Questionnaire mean of 1–5; AQLQ = Asthma Quality of Life Questionnaire total mean; FeNO = fractional exhaled nitric oxide; LTE4 = leukotriene E4; OCS = oral corticosteroids; ppb =parts per billion; tetranorPGDM = tetranor prostaglandin D2 metabolite; U-BIOPRED = Unbiased Biomarkers for the Prediction of Respiratory Diseases Outcomes.
All values are given as the median (interquartile range). Group comparisons were performed by Mann-Whitney U test.
Prebronchodilator FEV1%.
Positive detection was defined by the presence of prednisolone or prednisone, methylprednisolone, 16α-OH-prednisolone, 20β-dihydroprednisolone, or desacetyl deflazacort in urine.
Figure 7.Validation of adult type 2 associations in adolescent participants from the Swedish Search study. Participants with severe or controlled persistent asthma were stratified using the 25th and 75th concentration percentile of urinary metabolites of PGD2 and CysLTs. For each percentile, the corresponding variable group median (interquartile range) differences were evaluated by the Mann-Whitney U test. *Total urinary PGD2 metabolites were determined by enzyme immunoassay, which has a 9:1 binding ratio toward 2,3-dinor-11β-PGF2α:11β-PGF2α as determined by a cross-reactivity test and ultraperformance liquid chromatography–tandem mass spectrometry (9). CysLT = cysteinyl leukotrienes; EDN = eosinophil-derived neurotoxin; FeNO = fractional exhaled nitric oxide; PGD2 = prostaglandin D2; PGF2α = prostaglandin F2α; ppb = parts per billion.
Figure 8.Relationship between proposed type 2 (T2) markers (A) at baseline and (B) at the 12- to 18-month longitudinal follow-up visit in the U-BIOPRED (Unbiased Biomarkers for the Prediction of Respiratory Diseases Outcomes) study. The heat map displays the percentage overlap between high amounts of four common T2 markers and the two urinary eicosanoid markers leukotriene E4 (LTE4) and combined prostaglandin D2 metabolites (c-PGD2). Established cutoffs (21) for the T2 markers were used (blood eosinophils ≥ 300 counts/μl, FeNO ≥ 30 ppb, periostin ≥ 55 ng/ml, and IgE ≥ 150 IU/ml). Cutoff values for the urinary metabolites were calculated from the median + 1 SD in the healthy control group (Table 3). Each cell represents the percentage of participants satisfying both cutoffs for a given comparison. For example, in the first row in A, 62% of the n = 195 participants with blood eosinophils ≥ 300 counts/μl also have urinary LTE4 ≥ 6.4 ng/mmol creatinine. The total number of participants positive for each row criterion is displayed in the far-right column. Serum IgE data were only available at baseline. c-PGD2 is a z-scored composite variable consisting of tetranorPGDM and 2,3-dinor-11β-PGF2α (see Methods). FeNO = fractional exhaled nitric oxide; ppb = parts per billion; tetranorPGDM = tetranor PGD2 metabolite.
Figure 9.Multivariate correlation analysis between the latent variable consisting of the markers employed to calculate the Refractory Asthma Stratification Program (RASP) type 2 severity score (B-eos, FeNO, and serum periostin) (21) and the latent variable representing concentrations of the three urinary eicosanoid metabolites: LTE4, tetranorPGDM, and 2,3-dinor-11β-PGF2α. The correlation for participants with a high RASP score with urinary eicosanoid concentrations was significant across all U-BIOPRED (Unbiased Biomarkers for the Prediction of Respiratory Diseases Outcomes) asthma groups at both (A) baseline (n = 112) and (B) the longitudinal follow-up (n = 52). In contrast, the correlation for baseline participants with a (C) intermediate (n = 200) or (D) low (n = 75) RASP score displayed no relevant correlation with the urinary eicosanoid concentrations, as evidenced by the flat slopes (y = 0.04x). PGD2-metabolites include tetranorPGDM and 2,3-dinor-11β-PGF2α. B-eos = blood eosinophils; FeNO = fractional exhaled nitric oxide; LTE4 = leukotriene E4; MMA = participants with mild-to-moderate asthma; PGD2 = prostaglandin D2; SAn = nonsmokers with severe asthma; SAs/ex = smokers or ex-smokers with severe asthma; t = scores vector for x-block, calculated from the variables defined in brackets; tetranorPGDM = tetranor PGD2 metabolite; u = scores vector for y-block, calculated from the variables defined in brackets.