| Literature DB >> 25279774 |
Steven Schalekamp1, Bram van Ginneken1, Inge A H van den Berk2, Ieneke J C Hartmann3, Miranda M Snoeren1, Arlette E Odink4, Winnifred van Lankeren4, Sjoert A H Pegge5, Laura J Schijf2, Nico Karssemeijer1, Cornelia M Schaefer-Prokop6.
Abstract
OBJECTIVE: Chest radiographs (CXR) are an important diagnostic tool for the detection of invasive pulmonary aspergillosis (IPA) in critically ill patients, but their diagnostic value is limited by a poor sensitivity. By using advanced image processing, the aim of this study was to increase the value of chest radiographs in the diagnostic work up of neutropenic patients who are suspected of IPA.Entities:
Mesh:
Year: 2014 PMID: 25279774 PMCID: PMC4184785 DOI: 10.1371/journal.pone.0108551
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Example of a moderately subtle case of a 35 year old female with multiple focal lesions in the right lung.
Without BSI 6 of the 7 observers marked this case with an average suspiciousness score of 63. With BSI all observers marked the case with an average suspiciousness score of 91. Original radiograph (A), bone suppressed image (B), coronal CT slice (C).
Patient demographics.
| Diseased cases (n = 78) | Normal cases (n = 132) | |
| Age | 53.8 (range 16–83) | 43.0 (range 8–76) |
| Male | 47 (60%) | 87 (66%) |
| Female | 31 (40%) | 45 (34%) |
| Days between CXR and CT (median) | 2.6 (2) | 3.7 (3) |
| Bedside | 22 (28%) | 60 (45%) |
| Upright | 56 (72%) | 72 (55%) |
Age, gender, average time between the chest radiograph and the CT in days, and projection type are displayed for the diseased and normal cases. n = number.
Subtlety categories.
| Bedside | Upright | Total | |
| Obvious | 4 | 13 | 17 |
| Moderately subtle | 8 | 13 | 21 |
| Subtle | 3 | 12 | 15 |
| Very subtle | 7 | 18 | 25 |
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Number of cases classified into the different subtlety categories.
Observer performance.
| AUC | |||
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| P | |
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| 0.815 | 0.853 | 0.01 |
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| 0.804 | 0.853 | 0.02 |
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| 0.838 | 0.878 | 0.15 |
Average area under the ROC curves (AUC) for all observers. AUCs are displayed for all images and for analysis of the different groups of projection type (bedside and upright).
Figure 3Bedside radiograph of a 58 year old female with neutropenic fever.
Without BSI, 3 of the 7 observers called the radiograph suspicious, which increased to 7 observers with BSI. Original radiograph (A), bone suppressed image (B), coronal CT slice (C).
Number of, on average, detected cases per subtlety category.
| Without BSI | With BSI | |
| Obvious (n = 17) | 16 | 17 |
| Moderately subtle (n = 21) | 15 | 18 |
| Subtle (n = 15) | 6 | 9 |
| Very subtle (n = 25) | 2 | 8 |
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Sensitivity and specificity.
| Sensitivity | Specificity | |||||
| Observer | Without BSI (%) | With BSI (%) | Δ (%)* | Without BSI (%) | With BSI (%) | Δ (%)* |
| Rad 1 | 44 | 62 | +18 | 97 | 91 | −6 |
| Rad 2 | 42 | 44 | +2 | 98 | 98 | 0 |
| Rad 3 | 62 | 68 | +6 | 92 | 87 | −5 |
| Rad 4 | 42 | 73 | +31 | 97 | 86 | −11 |
| Res 5 | 15 | 64 | +49 | 100 | 91 | −9 |
| Res 6 | 64 | 69 | +5 | 92 | 92 | 0 |
| Rad 7 | 72 | 82 | +10 | 90 | 83 | −7 |
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Individual sensitivities and specificities for the detection of IPA in chest radiographs without and with BSI, based on marking with a suspiciousness score above 50. * Δ = difference.
Figure 4Example of a bedside case that was rated false positive by all 7 observers.
Due to an incomplete suppression of the rib crossing of the anterior contour of the 5th rib and the posterior contour of the 8th rib on the BSI, the observers rated the shadow as infectious rounded opacity. Original radiograph (A), bone suppressed image (B).