| Literature DB >> 29713230 |
Kyung Hee Lee1, Kyung Won Lee1, Ji Hoon Park1, Kyunghwa Han2, Jihang Kim1, Sang Min Lee3, Chang Min Park4,5.
Abstract
Objective: To measure inter-protocol agreement and analyze interchangeability on nodule classification between low-dose unenhanced CT and standard-dose enhanced CT. Materials andEntities:
Keywords: Classification; Computed tomography; Ground-glass nodule; Low-dose CT; Pulmonary nodules; Subsolid nodule
Mesh:
Year: 2018 PMID: 29713230 PMCID: PMC5904479 DOI: 10.3348/kjr.2018.19.3.516
Source DB: PubMed Journal: Korean J Radiol ISSN: 1229-6929 Impact factor: 3.500
Fig. 1Flowchart of nodule selection.
Numbers in parentheses represent number of patients.
Nodule Characteristics
| Nodule Library | No.of Nodules | Average Size (mm)* | Location (%)† | ||
|---|---|---|---|---|---|
| Upper | Middle | Lower | |||
| Solid | 80 | 12.8 (6.3–28.2) | 14 (17.5) | 45 (56.3) | 21 (26.2) |
| Subsolid | |||||
| Part-solid | 40 | 13.6 (6.5–28.9) | 17 (42.5) | 15 (37.5) | 8 (20.0) |
| Non-solid | 40 | 12.4 (6.2–29.2) | 15 (37.5) | 21 (52.5) | 4 (10.0) |
| All | 160 | 12.9 (6.2–29.2) | 46 (28.8) | 81 (50.6) | 33 (20.6) |
*Data in parentheses indicate range, †Data represent number of nodules, whereas data in parentheses represent percentages. Locations of nodules were recorded as upper, middle, or lower by dividing lungs into three areas by aortic arch and lower pulmonary vein.
Fig. 2Heatmap showing results of nodule classification.
160 nodules included 80 subsolid (non-solid [No. 1–40] and part-solid [No. 41–80]) and 80 solid nodules (No. 81–160) that were selected by stratified random sampling from nodule libraries. Five radiologists classified nodules as subsolid (non-solid [displayed as light green], part-solid [displayed as green],) or solid [displayed as dark green] using standard-dose enhanced and low-dose unenhanced CT images during two reading sessions. In this figure, nodules are arranged in order of increasing size in each of three classification categories, regardless of reading order and reading session.
Fig. 3Axial CT images of 14.6-mm nodule in right upper lobe (No. 68).
Each of five radiologists indicated same classification for this nodule (arrows), either using low-dose unenhanced CT images (A) or standard dose enhanced CT images (B) (Reader 2–5: part-solid; Reader 1: solid).
Fig. 4Axial CT images of 18-mm nodule in left upper lobe (No. 36).
A. Using low-dose unenhanced CT images, three radiologists classified nodule (arrow) as non-solid nodule, whereas two radiologists regarded this as part-solid nodule. B. All five of radiologists classified nodule (arrow) as non-solid nodule using standard-dose enhanced CT images.
Agreement in Classification of 160 Nodules between Low-Dose Unenhanced CT and Standard-Dose Enhanced CT (Inter-Protocol Agreement)
| Nodule Classification | Kappa | Proportion of Agreement (%) |
|---|---|---|
| Solid vs. subsolid | 0.96 (0.94, 0.98) | 97.1 (95.3, 98.3) |
| Solid vs. part-solid vs. non-solid | 0.88 (0.85, 0.92) | 92.1 (89.5, 94.2) |
| Part-solid vs. others | 0.91 (0.89, 0.94) | 92.3 (89.6, 94.3) |
| Non-solid vs. others | 0.95 (0.95, 0.97) | 94.9 (92.4, 96.6) |
Agreement for each of five readers on nodule classification between low-dose unenhanced CT and standard-dose enhanced CT was pooled. 95% CIs for each point estimate are shown in parentheses. CIs = confidence intervals
Agreement in Nodule Classification between Low-Dose Unenhanced CT and Standard-Dose Enhanced CT (Inter-Protocol Agreement) according to Nodule Size and Location
| Kappa | Proportion of Agreement (%) | ||
|---|---|---|---|
| Size | |||
| Solid vs. subsolid | 0.31 | ||
| Size ≤ 10 mm | 0.98 (0.96, 1.00) | 98.6 (95.5, 99.6) | |
| 10 mm < size ≤ 20 mm | 0.95 (0.92, 0.98) | 96.1 (93.1, 97.9) | |
| 20 mm < size ≤ 30 mm | 0.97 (0.93, 1.00) | 97.5 (91.2, 99.3) | |
| Solid vs. part-solid vs. non-solid | 0.87 | ||
| Size ≤ 10 mm | 0.89 (0.83, 0.94) | 92.1 (87.0, 95.4) | |
| 10 mm < size ≤ 20 mm | 0.88 (0.83, 0.93) | 91.8 (88.0, 94.5) | |
| 20 mm < size ≤ 30 mm | 0.89 (0.80, 0.98) | 93.8 (85.0, 97.6) | |
| Location | |||
| Solid vs. subsolid | 0.62 | ||
| Upper | 0.98 (0.96, 1.00) | 98.3 (95.6, 99.3) | |
| Middle | 0.95 (0.91, 0.99) | 96.3 (92.9, 98.1) | |
| Lower | 0.96 (0.92, 1.00) | 97.6 (94.0, 99.0) | |
| Solid vs. part-solid vs. non-solid | 0.15 | ||
| Upper | 0.85 (0.78, 0.92) | 89.1 (82.7, 93.4) | |
| Middle | 0.89 (0.84, 0.94) | 93.1 (89.3, 95.6) | |
| Lower | 0.89 (0.83, 0.96) | 93.9 (88.6, 96.9) |
Agreement for each of five readers on nodule classification between low-dose unenhanced CT and standard-dose enhanced CT was pooled. 95% CIs for each point estimate are shown in parentheses. *Logistic regression using generalized estimating equation method was performed to determine whether agreement differed according to nodule size or location. p value < 0.05 indicates statistical significance.
Inter-Reader Agreement for Nodule Classification on Low-Dose Unenhanced CT and Standard-Dose Enhanced CT
| Fleiss' Kappa | Proportion of Agreement (%) | ||
|---|---|---|---|
| Solid vs. subsolid | 0.25 | ||
| Low-dose unenhanced CT | 0.89 (0.84, 0.93) | 87.5 (82.4, 92.6) | |
| Standard-dose enhanced CT | 0.91 (0.87, 0.95) | 90.0 (85.4, 94.7) | |
| Solid vs. part-solid vs. non-solid | 0.12 | ||
| Low-dose unenhanced CT | 0.82 (0.77, 0.87) | 76.2 (69.7, 82.8) | |
| Standard-dose enhanced CT | 0.87 (0.83, 0.91) | 81.9 (75.9, 87.8) |
Fleiss' kappa and proportion of agreement were measured when all of five readers agreed on classification. 95% CIs for each point estimate are shown in parentheses. *Logistic regression using generalized estimating equation method was performed to evaluate whether there was difference between inter-reader agreement on low-dose unenhanced and standard-dose enhanced CT. p value < 0.05 indicates statistical significance.
Inter-Reader Agreement for Nodule Classification on Low-Dose Unenhanced CT and Standard-Dose Enhanced CT Images, according to Nodule Size and Location
| Fleiss' Kappa | Proportion of Agreement (%) | ||
|---|---|---|---|
| Size | |||
| Solid vs. subsolid | |||
| Low-dose unenhanced CT | 0.03 | ||
| Size ≤ 10 mm | 0.96 (0.90, 1.00) | 94.6 (88.8, 100) | |
| 10 mm < size ≤ 20 mm | 0.87 (0.79, 0.93) | 85.2 (77.8, 92.6) | |
| 20 mm < size ≤ 30 mm | 0.74 (0.51, 0.94) | 75.0 (53.8, 96.2) | |
| Standard-dose enhanced CT | 0.06 | ||
| Size ≤ 10 mm | 0.94 (0.87, 0.99) | 92.9 (86.1, 99.6) | |
| 10 mm < size ≤ 20 mm | 0.93 (0.87, 0.97) | 90.9 (84.9, 96.9) | |
| 20 mm < size ≤ 30 mm | 0.74 (0.48, 0.95) | 75.0 (53.8, 96.2) | |
| Solid vs. part-solid vs. non-solid | |||
| Low-dose unenhanced CT | 0.57 | ||
| Size ≤ 10 mm | 0.87 (0.80, 0.93) | 82.1 (72.1, 92.2) | |
| 10 mm < size ≤ 20 mm | 0.82 (0.74, 0.88) | 75.0 (66.0, 84.1) | |
| 20 mm < size ≤ 30 mm | 0.67 (0.44, 0.86) | 62.5 (38.8, 86.2) | |
| Standard-dose enhanced CT | 0.90 | ||
| Size ≤ 10 mm | 0.88 (0.80, 0.94) | 82.1 (72.1, 92.2) | |
| 10 mm < size ≤ 20 mm | 0.89 (0.84, 0.94) | 84.1 (76.5, 91.7) | |
| 20 mm < size ≤ 30 mm | 0.72 (0.45, 0.91) | 68.8 (46.0, 91.5) | |
| Location | |||
| Solid vs. subsolid | |||
| Low-dose unenhanced CT | 0.57 | ||
| Upper | 0.87 (0.74, 0.97) | 89.1 (80.1, 98.1) | |
| Middle | 0.89 (0.81, 0.95) | 87.7 (80.5, 94.8) | |
| Lower | 0.87 (0.76, 0.97) | 84.9 (72.6, 97.1) | |
| Standard-dose enhanced CT | 0.90 | ||
| Upper | 0.87 (0.75, 0.96) | 87.0 (77.2, 96.7) | |
| Middle | 0.94 (0.88, 0.98) | 92.6 (86.9, 98.3) | |
| Lower | 0.89 (0.76, 0.98) | 87.9 (76.7, 99.0) | |
| Solid vs. part-solid vs. non-solid | |||
| Low-dose unenhanced CT | 0.76 | ||
| Upper | 0.78 (0.67, 0.87) | 69.6 (56.3, 82.9) | |
| Middle | 0.85 (0.78, 0.91) | 81.5 (73.0, 89.9) | |
| Lower | 0.78 (0.65, 0.89) | 72.7 (57.5, 87.9) | |
| Standard-dose enhanced CT | 0.14 | ||
| Upper | 0.82 (0.72, 0.90) | 74.0 (61.2, 86.6) | |
| Middle | 0.88 (0.82, 0.94) | 84.0 (76.0, 91.9) | |
| Lower | 0.90 (0.78, 0.98) | 87.9 (76.7, 99.0) |
Fleiss' kappa and proportion of agreement were measured when all five readers agreed on classification. 95% CIs for each point estimate are shown in parentheses. *Logistic regression was performed to determine whether agreement differed according to nodule size or location. p value < 0.05 indicates statistical significance.