| Literature DB >> 35676424 |
Juan Chen1, Yaqiong Chen2, Dehao Liu3, Yihua Lin4, Lei Zhu5, Shuli Song2, Yudi Hu6, Tao Liang7, Yongliang Liu8, Wei Liu8, Lin Weng2, Qiyuan Li9, Shengxiang Ge8, Dana P Ascherman10.
Abstract
The aim of the study was to identify specific clinical and serum protein biomarkers that are associated with longitudinal outcome of RA-associated interstitial lung disease (RA-ILD). 60 RA patients with clinical and serological profiles were assessed by HRCT and pulmonary function tests (PFTs) at baseline (Year 0) and 5 years post enrollment (Year 5). Progression versus non-progression was defined based on changes in Quantitative Modified HRCT scores and PFTs over time. Specific serum protein biomarkers were assessed in serum samples at baseline and Year 5 by Multiplex enzyme-linked immunosorbent assays (ELISAs). At Year 5, 32% of patients demonstrated progressive RA-ILD, 35% were stable, and 33% improved. Baseline age and rheumatoid factor (RF) were significantly different between RA-ILD outcomes of progression vs. no-progression (p < 0.05). Changes in levels of CXCL11/I-TAC and MMP13 over 5 years also distinguished pulmonary outcomes (p < 0.05). A final binary logistic regression model revealed that baseline age and changes in serum MMP13 as well as CXCL11/I-TAC were associated with RA-ILD progression at Year 5 (p < 0.01), with an AUC of 0.7772. Collectively, these analyses demonstrated that baseline clinical variables (age, RF) and shifts in levels of selected serum proteins (CXCL11/I-TAC, MMP13) were strongly linked to RA-ILD outcome over time.Entities:
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Year: 2022 PMID: 35676424 PMCID: PMC9177673 DOI: 10.1038/s41598-022-13474-w
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.996
Characteristics of 60 RA patients at baseline.
| RA-no ILD | RA-indeterminate ILD | RA-mild ILD | RA-advanced ILD | |
|---|---|---|---|---|
| (ILA score 0) | (ILA score 1) | (ILA score 2) | (ILA score 3) | |
| (n = 22) | (n = 24) | (n = 12)§ | (n = 2)Ŧ | |
| Age, years, mean ± SD | 38.9 ± 16 | 51.4 ± 14.8* | 62.2 ± 7.7*** | 75.5 ± 0.7* |
| Female, no. (%) | 18 (82) | 21 (88) | 9 (75) | 0 (0) |
| Smoker, no. (%) | ||||
| Never | 19 (86) | 22 (92) | 11 (92) | 0 (0) |
| Ever | 3 (14) | 2 (8) | 1 (8) | 2 (100) |
| Current | 1 (5) | 0 (0) | 1 (8) | 0 (0) |
| Pack-years of smoking, mean ± SD | 1.1 ± 5.3 | 1.7 ± 5.6 | 2.5 ± 8.7 | 10.0 ± 14.1 |
| Pack-years of secondhand smoking, mean ± SD | 0 ± 0 | 1.0 ± 3.6 | 0.9 ± 2.9 | 10.0 ± 14.1 |
| RF, IU/ml | 47.5 (27.8–147.0) | 191.5 (79.9–357.5) | 324.5 (91.8–666.5) | 905.5(538.2–1272.8) |
| Anti-CCP, units/ml | 86.9 (54.3–290.4) | 291.5 (62.1- 414.6) | 480.1 (253–500.0) | 351.7 (277.6–425.9) |
| DAS28 | 4.0 (2.4–5.1) | 4.2 (3.4–5.2) | 4.4 (3.7–5.2) | 3.5 (3.2–3.9) |
| Duration of RA, years | 3.5 (1.2–7.5) | 2.0 (0.7–10) | 5.5 (1.4–10) | 2.0 (1.5–2.5) |
| Methotrexate | 22 (100) | 24 (100) | 12 (100) | 2 (100) |
| Leflunomide | 10 (45) | 9 (38) | 4 (33) | 0 (0) |
| Corticosteroid | 2 (9) | 5 (21) | 2 (17) | 1 (50) |
| Biologic | 2 (9) | 1 (4) | 0 (0) | 0 (0) |
| Cough | 0 (0) | 1 (4) | 2 (17) | 1 (50) |
| Dyspnea | 0 (0) | 1 (4) | 2 (17) | 1 (50) |
| FEV1, percent of predicted | 83.0 (76.5–95.5) | 86.0 (76.5–90.0) | 79.0 (65.0–87.2) | 79.5 (66.8–92.2) |
| FVC, percent of predicted | 79.0 (75.5–93.5) | 83.0 (76.0–89.0) | 73.0 (67.5–78.5) | 86 (71.5–100.5) |
| Dlco, percent of predicted | 86.0 (76.5–104.0) | 94.0 (68.0–101) | 60.0 (52.5–69.5)** | 59 (56.5–61.5) |
| 0.8 (0.0–1.0) | 2.0 (1.4–4.0) *** | 8.0 (4.2–12.1)*** | 12.5 (12.2–12.8)* | |
RF = rheumatoid factor; anti-CCP = anti–cyclic citrullinated peptide; DAS28 = 28-joint Disease Activity Score. IQR = interquartile range. Age was significantly different among the subgroups: RA-mild ILD (ILA score2) and RA-no ILD (ILA score 0) (p < 0.001), RA–advanced ILD (ILA score3) and RA-no-ILD (ILA score0) (p < 0.05). The Quantitative Modified ILD scores in HRCT in RA-indeterminate ILD, RA-mild ILD and RA-advanced ILD groups were significantly different than RA-no ILD (p < 0.001, 0.001 and 0.05, respectively).
n = 1 patient with UIP.
n = 2 patients with UIP.
*p < 0.05, ** p < 0.01, *** p < 0.001 when compared with RA-no ILD at baseline; two sample t-test, Mann–Whitney U test (continuous variables) or Chi-square/Fisher’s exact test (categorical variables) were used to calculate p-values.
Figure 1Study enrollment at Year 0 and Year 5. A flow diagram of the study shows the different degrees of RA-ILD based on 0–3 ILA scores in HRCT at Year 0 and outcome at Year 5 based on changes of Quantitative Modified ILD scores. Changes in the Quantitative Modified ILD score between 0–10% at Year 0 and Year 5 were classified as stable, while reduction of ILD scores by greater than 10% was classified as better (score reduction > 10%) and changes more than 10% increased as worse. HRCT = high-resolution computed tomography; ILD = interstitial lung disease; ILA = interstitial lung abnormality; RA = rheumatoid arthritis.
Baseline parameters and disease outcome at Year 5.
| Baseline parameters | Outcome at Year 5 | |
|---|---|---|
| Progression | No-progression | |
| (Worse) | (Unchanged/Stable + Improved) | |
| (n = 19) | (n = 41) | |
| ILA score, no | ||
| ILA score 0 | 3 | 19 |
| ILA score 1 | 9 | 15 |
| ILA score 2 | 5 | 7 |
| ILA score 3 | 2 | 0 |
| Age, years, mean ± SD | 61.1 ± 16.0** | 45.1 ± 16.1 |
| Female, no. (%) | 13 (68) | 35 (85) |
| Pack-years of smoking, mean ± SD | 3.7 ± 9.0 | 1.6 ± 7.3 |
| Pack-years of secondhand smoking, mean ± SD | 2.1 ± 9.2 | 1.8 ± 5.2 |
| RF, IU/ml | 195.0 (122.5–563)* | 105.0 (27.4–300.0) |
| Anti-CCP, units/ml | 255.0 (81.1–448.1) | 274.8 (61.1–500.0) |
| DAS28 | 4.2 (3.3–5) | 4.1 (3–5.2) |
| Duration of RA, years | 3.0 (1.0–10.0) | 2.0 (1.0–9.0) |
| Methotrexate | 260.0 (51.2–390.0)* | 325.0 (260.0–390.0) |
| Leflunomide | 1825 (1825.0 – 3650.0) | 1825 (1825.0–1825.0) |
| Corticosteroid | 157.5 (13.1–681.2 | 912.5 (453.1–912.5) |
| Cough | 4 (21)* | 0 (0) |
| Dyspnea | 4 (21)* | 0 (0) |
| FEV1, percent of predicted | 79.0 (65.2–89.2) | 82.0 (76.2–93.0) |
| FVC, percent of predicted | 75.5 (62.0–84.0) | 79.0 (75.5–92.5) |
| DLco, percent of predicted | 58.0 (52.5–70.5)** | 86.0 (69–101.8) |
| UIP pattern | 3 (16)* | 0 (0) |
| Non-UIP pattern | 16 (84) | 41 (100) |
| 2.0 (1.0–10.0)* | 1.5 (0.0–3.0) | |
RA-ILD outcomes at Year 5 were defined as progression versus no-progression based on changes of the Quantitative Modified ILD HRCT scores from Year 0 to Year 5. Unchanged/stable (≤ 10% change) and improved (≥ 10% decrease) in the Quantitative Modified ILD scores were designated as no-progression, while worsening scores (> 10% increase in Quantitative Modified ILD scores) were classified as progression. Among the 56 patients who were alive at Year 5, 39 had available PFT data from both Year 0 and Year 5 time points. Baseline age, RF, cough, dyspnea, DLco% and non-UIP HRCT pattern in the progression group were significantly different compared to the no-progression group (p < 0.01, 0.05, 0.05, 0.01, 0.05, 0.05, respectively). The cumulative dosage of methotrexate (mg) used over 5-years in the progression group was significantly lower than in the no-progression group (p = 0.027).
The percentages of patients using methotrexate, leflunomide and corticosteroid in the progression group were 100%, 42%, and 21%, respectively. The percentages of patients using methotrexate, leflunomide and corticosteroid in the no-progression group were 100%, 53% and 15%, respectively. Median (IQR) values for cumulative medication dose were assessed across entire subgroups (progressors vs. non-progressors), but only encompassed those individuals who used the specified medication during the 5 year study period.
* p < 0.05, ** p < 0.01, *** p < 0.001, progression group versus non-progression group respectively. p-values were derived from two samples t-test/Mann–Whitney U test (continuous variables) and Chi-square /Fisher’s exact test (categorical variables).
Figure 2Relationship between changes in serum levels of biomarkers from Year 0 to Year 5 and radiographic outcome. Box plots demonstrate that serum levels of A) CXCL11/I-TAC and B) MMP-13 from Year 0 to Year 5 (log Year 5—log Year 0) (y-axis) were significantly associated with RA-ILD outcomes (progression versus no-progression, x-axis), as assessed by changes in Quantitative Modified ILD scores (p = 0.036 and p = 0.014 for CXCL11/ITAC and MMP-13, respectively). Horizontal bars signify median values.
Factors predicting radiographic progression in RA-ILD.
| Progression (n = 19) | No-progression (n = 41) | ||
|---|---|---|---|
| Age, years | 61.1 ± 16.0 | 45.1 ± 16.1 | |
| RF, IU/ml | 195.0 (122.5–563)* | 105.0 (27.4–300.0) | |
| Anti-CCP, untis/ml | 255.0 (81.1–448.1) | 274.8 (61.1–500.0) | 0.904 |
| DAS28 | 4.2 (3.3–5) | 4.1 (3–5.2) | 0.994 |
| Duration of RA, years | 3.0 (1.0–10.0) | 2.0 (1.0–9.0) | 0.542 |
| CXCL9/MIG (log Year 5–log Year 0) * | −0.1 (−0.8–0.3) | −0.3 (−0.7–0.0) | 0.215 |
| CXCL10/IP10 (log Year 5–log Year 0) * | −0.8 [−1.3–0.0] | −0.6 [−0.9–(−0.3)] | 0.667 |
| CXCL11/I-TAC (log Year 5–log Year 0) * | 0.0 [−0.9–0.4] | 0.0 (−1.5–0.0) | |
| MMP13 (log Year 5–log Year 0) * | 0.0 (−0.4–0.6) | −0.4 (−0.8–0.0) |
* 56 patients had cytokine analysis at Year 5 (excludes n = 4 progressors who died prior to Year 5 serum collection).
After normality testing (K-S test) for the nine indices, age conformed to a normal distribution. The actual values were presented as mean ± standard deviation. RF, anti-CCP, DSA28 and disease duration at baseline did not adhere to a normal distribution and were therefore converted by logarithm transformation and presented as median values (interquartile range). Changes in cytokine levels of CXCL11/I-TAC and MMP-13 from Year 0 to Year 5 were converted by logarithm transformation and expressed as (log Year 5—log Year 0). Significant differences were found between the progression and the no-progression groups for age, RF, CXCL11/I-TAC (log Year 5—log Year 0) and MMP13 (log Year 5—log Year 0). Other variables did not show statistically significant differences.
Relationship between selected risk factors and progression of RA-ILD.
| beta coefficient | ||
|---|---|---|
| Age | 0.057 | 0.015 |
| MMP13 (log Year 5—log Year 0) | 1.072 | 0.156 |
| CXCL11 (log Year 5—log Year 0) | 0.253 | 0.509 |
Descriptive analyses showed differences in risk of RA-ILD progression for age, RF, and changes (log Year 5-log Year 0) in serum levels of CXCL11/ITAC and MMP13. We conducted Spearman correlation analyses for continuous variables to exclude highly correlated variables (r > 0.5 and p < 0.05) from the final logistic regression model in order to avoid multicollinearity. Based on these considerations and impact on AIC values, age, MMP-13 (log Year 5-log Year 0), and CXCL11 (log Year 5-log Year 0) were selected to include in the final model.
Figure 3ROC analyses of disease prediction models. Age and changes in serum levels of MMP13 (log Year 5-log Year 0) as well as CXCL11 (log Year 5-log Year 0) over 5-years were fit into the final logistic regression model. ROC analyses for models based on individual parameters of age, changes in MMP13 level, or changes in CXCL11 level (3a) versus the combination of age, changes in MMP13 level, and changes in CXCL11 level reflect variables associated with the risk of progression in RA-ILD (as measured by Quantitative Modified ILD scores). The respective AUCs for these models are 0.749 (age), 0.7138 (change in MMP-13), 0.6789 (change in CXCL11) and 0.7772 (combined variables)—all with p < 0.01.