| Literature DB >> 26930658 |
Fausto Salaffi1, Marina Carotti2, Eleonora Di Donato1, Marco Di Carlo1, Luca Ceccarelli2, Gianmarco Giuseppetti2.
Abstract
OBJECTIVES: This study was designed (a) to evaluate an improved quantitative lung fibrosis score based on a computer-aided diagnosis (CaM) system in patients with systemic sclerosis (SSc),-related interstitial lung disease (SSc-ILD), (b) to investigate the relationship between physiologic parameters (forced vital capacity [FVC] and single-breath diffusing capacity for carbon monoxide [DLCO]), patient-centred measures of dyspnea and functional disability and CaM and visual reader-based (CoVR) methods, and (c) to identify potential surrogate measures from quantitative and visual HRCT measurement.Entities:
Mesh:
Year: 2016 PMID: 26930658 PMCID: PMC4773230 DOI: 10.1371/journal.pone.0149240
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Representative sequences of the OsiriX segmentation process of two study participants.
(A) Patient with mild (13%) of pulmonary fibrosis. (B) Patient with severe (41%) pulmonary fibrosis. We have developed the pulmonary fibrosis fraction by the following formula: total HRCT lung volume (−1.024 to −200)–nonfibrotic HRCT lung volume (−1.024 to –700) divided by total HRCT lung volume (−1.024 to −200) multiplied by 100.
Baseline characteristics of the patients.
| Mean | SD | Median | IQR | |
|---|---|---|---|---|
| Demographic data: | ||||
| • Age, years | 60.68 | 10.74 | 61.00 | 54.00–68.00 |
| • Disease duration, years | 11.15 | 7.96 | 10.00 | 5.00–15.00 |
| Clinical variables: | ||||
| • mRSS | 10.22 | 7.37 | 7.00 | 5.00–14.00 |
| • Borg score | 2.59 | 1.62 | 2.00 | 1.00–4.00 |
| • VAS for breathing | 29.24 | 17.64 | 30.00 | 20.00–40.00 |
| • HAQ-DI | 0.84 | 0.35 | 0.87 | 0.62–0.92 |
| Autoantibodies pattern: | ||||
| • Anti-topoisomerase I, n (%) | 41 (32.5) | |||
| • Anti-centromere, n (%) | 55 (43.6) | |||
| Pulmonary function tests: | ||||
| • DLco, % predicted | 71.59 | 14.39 | 72.80 | 59.00–84.50 |
| • FVC, % predicted | 80.69 | 18.63 | 83.00 | 64.10–94.00 |
| HRCT—Conventional Visual Reader-Based Score (CoVR) Quantification: | ||||
| • HRCT extent | 6.30 | 3.46 | 5.00 | 3.00–9.00 |
| • HRCT severity | 6.96 | 3.71 | 6.00 | 4.00–10.00 |
| • HRCT total score | 13.22 | 6.98 | 11.00 | 8.00–19.00 |
| HRCT—Computer-Aided Method (CaM) Quantification: | ||||
| • Pulmonary fibrosis (%) | 12.68 | 7.99 | 10.05 | 6.39–17.84 |
Abbreviations: mRSS = modified Rodnan Skin Score; VAS = Visual Analog Scale; HAQ-DI = Health Assessment Questionnaire-Disability Index; DLCO = Single Breath Carbon Monoxide Diffusing Capacity of the Lung; FVC = Forced Vital Capacity; HRCT = High Resolution Computed Tomography.
Comparison among baseline characteristics in SSc patients with diffuse cutaneous disease (n = 55) and limited cutaneous disease (n = 71).
| SSc type | ||||||||
|---|---|---|---|---|---|---|---|---|
| Diffuse SSc | Limited SSc | |||||||
| Mean | SD | Median | IQR | Mean | SD | Median | IQR | |
| Demographic data: | ||||||||
| • Age, years | 61.98 | 10.30 | 65.00 | 54.25–69.00 | 59.67 | 11.04 | 59.00 | 54.00–67.75 |
| • Disease duration, years | 11.74 | 7.15 | 10.00 | 7.00–15.75 | 10.70 | 8.56 | 9.00 | 5.00–13.00 |
| Clinical variables: | ||||||||
| • mRSS | 16.87 | 6.08 | 15.00 | 12.25–21.00 | 4.85 | 2.14 | 5.00 | 4.00–6.00 |
| • Borg score | 2.81 | 1.60 | 3.00 | 1.25–4.00 | 2.42 | 1.63 | 2.00 | 1.00–3.00 |
| • VAS for breathing | 32.09 | 19.57 | 30.00 | 20.00–40.00 | 28.02 | 15.91 | 30.00 | 20.00–30.00 |
| • HAQ-DI | 1.00 | 0.33 | 0.92 | 0.87–1.12 | 0.710 | 0.32 | 0.62 | 0.500–0.87 |
| Autoantibodies pattern: | ||||||||
| • Anti-topoisomerase I, n (%) | 23 (41.8) | 18 (25.4) | ||||||
| • Anti-centromere, n (%) | 21 (38.2) | 34 (47.8) | ||||||
| Pulmonary function tests: | ||||||||
| • DLco, % predicted | 69.00 | 15.24 | 67.00 | 56.00–80.40 | 73.60 | 13.47 | 76.10 | 66.12–84.85 |
| • FVC, % predicted | 78.52 | 17.68 | 80.00 | 63.20–90.90 | 82.36 | 19.29 | 84.00 | 64.40–96.37 |
| HRCT—Conventional Visual Reader-Based Score (CoVR) Quantification: | ||||||||
| • HRCT extent | 6.89 | 3.39 | 7.00 | 4.00–10.00 | 5.84 | 3.47 | 5.00 | 3.00–8.00 |
| • HRCT severity | 7.63 | 3.81 | 7.00 | 4.25–10.00 | 6.43 | 3.57 | 5.00 | 4.00–7.75 |
| • HRCT total score | 14.45 | 7.01 | 14.00 | 8.00–20.00 | 12.26 | 6.86 | 10.00 | 7.00–14.75 |
| HRCT—Computer-Aided Method (CaM) Quantification: | ||||||||
| • Pulmonary fibrosis (%) | 14.01 | 8.43 | 11.03 | 7.12–18.86 | 11.64 | 7.54 | 8.09 | 5.99–17.07 |
For abbreviations see Table 1.
Fig 2Scatter plots with regression line.
(A) Correlation between computer-aided method (CaM) system for quantification of ILD on HRCT in SSc and the conventional visual reader-based score (CoVR). (B) Correlation between percentage of pulmonary fibrosis on CaM system and FVC, % predicted. (C) Correlation between percentage of pulmonary fibrosis on CaM system and DLco, % predicted. (D) Correlation between percentage of pulmonary fibrosis on CaM system and HAQ-DI.
Summary of the results of multiple regression analysis, with regression coefficients for the predictor variables on CaM results and CoVR scores.
| Regression equation for CaM scores (dependent variable) | |||||
| Independent variables | Coefficient | Std. Error | rpartial | t | P |
| Age, years | 0.0244 | 0.0298 | 0.0769 | 0.820 | 0.4138 |
| Sex | 0.0415 | 0.0465 | 0.0836 | 0.892 | 0.3743 |
| Disease duration, years | -0.0427 | 0.0220 | -0.1103 | -2.189 | 0.0663 |
| Anti-topoisomerase I antibodies | 0.0415 | 0.0464 | 0.0836 | 0.892 | 0.3743 |
| mRSS | -0.0299 | 0.0278 | -0.1007 | -1.076 | 0.2844 |
| HAQ-DI | 2.3048 | 1.0412 | 0.2236 | 2.444 | 0.0117 |
| Borg score | 1.6900 | 0.4722 | 0.3191 | 3.579 | 0.0009 |
| FVC, predicted | -0.0927 | 0.0420 | -0.2033 | -2.207 | 0.0193 |
| DLco, predicted | -0.0453 | 0.0169 | -0.2443 | -2.678 | 0.0085 |
| Regression equation for CoVR total scores (dependent variable) | |||||
| Independent variables | Coefficient | Std. Error | rpartial | t | P |
| Age, years | 0.0543 | 0.0476 | 0.1067 | 1.141 | 0.2562 |
| Sex | 0.2822 | 1.1444 | 0.0231 | 0.247 | 0.8057 |
| Disease duration, years | -0.0405 | 0.0744 | -0.0511 | -0.545 | 0.5870 |
| Anti-topoisomerase I antibodies | 0.0543 | 0.0476 | 0.1067 | 1.141 | 0.2562 |
| mRSS | -0.0780 | 0.0645 | -0.1121 | -1.210 | 0.2286 |
| HAQ-DI | 4.4489 | 1.5783 | 0.2542 | 2.819 | 0.0057 |
| Borg score | 1.2445 | 0.3345 | 0.2980 | 3.227 | 0.0019 |
| FVC, predicted | -0.0508 | 0.0247 | -0.1888 | -2.043 | 0.0363 |
| DLco, predicted | -0.1103 | 0.0321 | -0.2439 | -3.030 | 0.0043 |
For abbreviations see Table 1.