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Research Article

A five-gene qPCR signature can classify type 2 asthma comparably to microscopy of induced sputum from severe asthma patients

, , , & ORCID Icon
Article: 2293318 | Received 14 Aug 2023, Accepted 06 Dec 2023, Published online: 21 Dec 2023

Figures & data

Figure 1. Plots showing the median target/β-actin-ratio visualised on a logarithmic conversion on the Y-axis in each group on the X-axis. Mann-Whitney U test performed for each target under the null hypothesis that the observations in each group come from the same population. CPA3: carboxypeptidase A3. EA: eosinophilic asthma. GATA2: GATA binding protein 2. HDC: histidine decarboxylase. MS4A2: membranes spanning 4A2. NEA: Non-eosinophilic asthma. TPSAB1/TPSB2: tryptase α/β-1/Tryptase β2.

Figure 1. Plots showing the median target/β-actin-ratio visualised on a logarithmic conversion on the Y-axis in each group on the X-axis. Mann-Whitney U test performed for each target under the null hypothesis that the observations in each group come from the same population. CPA3: carboxypeptidase A3. EA: eosinophilic asthma. GATA2: GATA binding protein 2. HDC: histidine decarboxylase. MS4A2: membranes spanning 4A2. NEA: Non-eosinophilic asthma. TPSAB1/TPSB2: tryptase α/β-1/Tryptase β2.

Table 1. Demographics from the EA and NEA patients. Values shown as mean ± Standard deviation. Sex and smoking are shown as proportions. BMI: Body mass index. EA: Eosinophilic asthma. NEA: Non-eosinophilic asthma. FEV1: Forced expiratory volume in 1 sec. FVC: Functional vital capacity. ICS: inhaled corticosteroid. Ppb: parts per billion. FENO: Fraction of Exhaled Nitric Oxide. *P<0.05. §ICS dose in beclomethasone (standard particle) equivalent. ΔData only available for 10 EA patients and 13 NEA patients. Data only available for 11 EA patients and 11 NEA patients.

Figure 2. Spearman correlation heat map with correlation coefficients. FENO: fraction of Exhaled Nitric Oxide.

Figure 2. Spearman correlation heat map with correlation coefficients. FENO: fraction of Exhaled Nitric Oxide.

Figure 3. Scatterplot. X-axis: FeNO values in parts per billion(ppb), segmented axis. Y-axis: relative target mRNA on a logarithmic conversion. Spearman’s rank correlation coefficient (r) with 95% confidence intervals and p values. Only data from 22 patients. *p < 0.05. CPA3: carboxypeptidase A3. GATA2: GATA binding protein 2. HDC: histidine decarboxylase. MS4A2: membrane spanning 4A2. TPSAB1/TPSB2: tryptase α/β-1/Tryptase β2. FENO: fraction of Exhaled Nitric Oxide. mRNA: messenger ribonucleic acid.

Figure 3. Scatterplot. X-axis: FeNO values in parts per billion(ppb), segmented axis. Y-axis: relative target mRNA on a logarithmic conversion. Spearman’s rank correlation coefficient (r) with 95% confidence intervals and p values. Only data from 22 patients. *p < 0.05. CPA3: carboxypeptidase A3. GATA2: GATA binding protein 2. HDC: histidine decarboxylase. MS4A2: membrane spanning 4A2. TPSAB1/TPSB2: tryptase α/β-1/Tryptase β2. FENO: fraction of Exhaled Nitric Oxide. mRNA: messenger ribonucleic acid.

Figure 4. Scatterplot. X-axis: blood eosinophil values in 109/L, segmented axis. Y-axis: relative target mRNA on a logarithmic conversion. Spearman’s rank correlation coefficient (r) with 95% confidence intervals and p values. Only data from 23 patients. *p < 0.05. CPA3: carboxypeptidase A3. GATA2: GATA binding protein 2. HDC: histidine decarboxylase. MS4A2: membrane spanning 4A2. TPSAB1/TPSB2: tryptase α/β-1/Tryptase β2. mRNA: messenger ribonucleic acid.

Figure 4. Scatterplot. X-axis: blood eosinophil values in 109/L, segmented axis. Y-axis: relative target mRNA on a logarithmic conversion. Spearman’s rank correlation coefficient (r) with 95% confidence intervals and p values. Only data from 23 patients. *p < 0.05. CPA3: carboxypeptidase A3. GATA2: GATA binding protein 2. HDC: histidine decarboxylase. MS4A2: membrane spanning 4A2. TPSAB1/TPSB2: tryptase α/β-1/Tryptase β2. mRNA: messenger ribonucleic acid.

Figure 5. ROC curves for each target along with AUC displaying diagnostic ability. Y-axis: sensitivity X-axis: 1 – specificity. CPA3: carboxypeptidase A3. GATA2: GATA binding protein 2. HDC: histidine decarboxylase. MS4A2: membranes spanning 4A2. TPSAB1/TPSB2: tryptase α/β-1/Tryptase β2. mRNA: messenger ribonucleic acid.

Figure 5. ROC curves for each target along with AUC displaying diagnostic ability. Y-axis: sensitivity X-axis: 1 – specificity. CPA3: carboxypeptidase A3. GATA2: GATA binding protein 2. HDC: histidine decarboxylase. MS4A2: membranes spanning 4A2. TPSAB1/TPSB2: tryptase α/β-1/Tryptase β2. mRNA: messenger ribonucleic acid.

Table 2. Best cut-off value represented for each target. CPA3: Carboxypeptidase A3. GATA2: GATA binding protein 2. HDC: Histidine decarboxylase. MS4A2: Membranes spanning 4A2. TPSAB1/TPSB2: Tryptase α/β-1/Tryptase β2. mRNA: messenger ribonucleic acid.

Figure 6. Green curve: ROC curve using CPA3, GATA2, MS4A2 and HDC. Red curve: ROC curve using CPA3, GATA2, MS4A2, HDC and TPSAB1/TPSB2. Y-axis: sensitivity. X-axis: 1 – specificity.

Figure 6. Green curve: ROC curve using CPA3, GATA2, MS4A2 and HDC. Red curve: ROC curve using CPA3, GATA2, MS4A2, HDC and TPSAB1/TPSB2. Y-axis: sensitivity. X-axis: 1 – specificity.

Table 3. qPCR’s ability to classify patients with EA and NEA by using ≥2 out of 5 targets Sensitivity, specificity, PPV and NPV were calculated. EA: Eosinophilic asthma. NEA: Non-eosinophilic asthma. NPV: Negative predictive value. qPCR: Quantitative polymerase chain reaction.

Figure 7. Scatter plot. X-axis: sputum eosinophils in percentage. Y-axis: targets above cut-off. Targets included: GATA2, HDC, MS4A2 and CPA3.

Figure 7. Scatter plot. X-axis: sputum eosinophils in percentage. Y-axis: targets above cut-off. Targets included: GATA2, HDC, MS4A2 and CPA3.

Figure 8. Scatter plot. X-axis: fraction of Exhaled Nitric Oxide in parts per billion, segmented axis. Y-axis: targets above cut-off. Targets included: GATA2, CPA3, MS4A2 and TPSAB1/TPSB2.

Figure 8. Scatter plot. X-axis: fraction of Exhaled Nitric Oxide in parts per billion, segmented axis. Y-axis: targets above cut-off. Targets included: GATA2, CPA3, MS4A2 and TPSAB1/TPSB2.

Figure 9. : scatter plot. X-axis: blood eosinophils in 109/L, segmented axis. Y-axis: targets above cut-off. Targets included: GATA2, CPA3, HDC MS4A2 and TPSAB1/TPSB2.

Figure 9. Figure 8: scatter plot. X-axis: blood eosinophils in 109/L, segmented axis. Y-axis: targets above cut-off. Targets included: GATA2, CPA3, HDC MS4A2 and TPSAB1/TPSB2.