Skip to main content
Erschienen in: European Radiology 12/2016

05.04.2016 | Chest

Software performance in segmenting ground-glass and solid components of subsolid nodules in pulmonary adenocarcinomas

verfasst von: Julien G. Cohen, Jin Mo Goo, Roh-Eul Yoo, Chang Min Park, Chang Hyun Lee, Bram van Ginneken, Doo Hyun Chung, Young Tae Kim

Erschienen in: European Radiology | Ausgabe 12/2016

Einloggen, um Zugang zu erhalten

Abstract

Objective

To evaluate the performance of software in segmenting ground-glass and solid components of subsolid nodules in pulmonary adenocarcinomas.

Method

Seventy-three pulmonary adenocarcinomas manifesting as subsolid nodules were included. Two radiologists measured the maximal axial diameter of the ground-glass components on lung windows and that of the solid components on lung and mediastinal windows. Nodules were segmented using software by applying five (-850 HU to -650 HU) and nine (-130 HU to -500 HU) attenuation thresholds. We compared the manual and software measurements of ground-glass and solid components with pathology measurements of tumour and invasive components.

Results

Segmentation of ground-glass components at a threshold of -750 HU yielded mean differences of +0.06 mm (p = 0.83, 95 % limits of agreement, 4.51 to 4.67) and -2.32 mm (p < 0.001, -8.27 to 3.63) when compared with pathology and manual measurements, respectively. For solid components, mean differences between the software (at -350 HU) and pathology measurements and between the manual (lung and mediastinal windows) and pathology measurements were -0.12 mm (p = 0.74, -5.73 to 5.55]), 0.15 mm (p = 0.73, -6.92 to 7.22), and -1.14 mm (p < 0.001, -7.93 to 5.64), respectively.

Conclusion

Software segmentation of ground-glass and solid components in subsolid nodules showed no significant difference with pathology.

Key Points

Software can effectively segment ground-glass and solid components in subsolid nodules.
Software measurements show no significant difference with pathology measurements.
Manual measurements are more accurate on lung windows than on mediastinal windows.
Literatur
1.
Zurück zum Zitat Goo JM, Park CM, Lee HJ (2011) Ground-glass nodules on chest CT as imaging biomarkers in the management of lung adenocarcinoma. AJR Am J Roentgenol 196:533–543CrossRefPubMed Goo JM, Park CM, Lee HJ (2011) Ground-glass nodules on chest CT as imaging biomarkers in the management of lung adenocarcinoma. AJR Am J Roentgenol 196:533–543CrossRefPubMed
2.
Zurück zum Zitat Naidich DP, Bankier AA, MacMahon H et al (2013) Recommendations for the management of subsolid pulmonary nodules detected at CT: a statement from the Fleischner Society. Radiology 266:304–317CrossRefPubMed Naidich DP, Bankier AA, MacMahon H et al (2013) Recommendations for the management of subsolid pulmonary nodules detected at CT: a statement from the Fleischner Society. Radiology 266:304–317CrossRefPubMed
3.
Zurück zum Zitat Travis WD, Brambilla E, Noguchi M et al (2011) International association for the study of lung cancer/american thoracic society/european respiratory society international multidisciplinary classification of lung adenocarcinoma. J Thorac Oncol 6:244–285CrossRefPubMedPubMedCentral Travis WD, Brambilla E, Noguchi M et al (2011) International association for the study of lung cancer/american thoracic society/european respiratory society international multidisciplinary classification of lung adenocarcinoma. J Thorac Oncol 6:244–285CrossRefPubMedPubMedCentral
4.
Zurück zum Zitat Hwang EJ, Park CM, Ryu Y et al (2015) Pulmonary adenocarcinomas appearing as part-solid ground-glass nodules: is measuring solid component size a better prognostic indicator? Eur Radiol 25:558–567CrossRefPubMed Hwang EJ, Park CM, Ryu Y et al (2015) Pulmonary adenocarcinomas appearing as part-solid ground-glass nodules: is measuring solid component size a better prognostic indicator? Eur Radiol 25:558–567CrossRefPubMed
5.
Zurück zum Zitat Revel MP, Bissery A, Bienvenu M, Aycard L, Lefort C, Frija G (2004) Are two-dimensional CT measurements of small noncalcified pulmonary nodules reliable? Radiology 231:453–458CrossRefPubMed Revel MP, Bissery A, Bienvenu M, Aycard L, Lefort C, Frija G (2004) Are two-dimensional CT measurements of small noncalcified pulmonary nodules reliable? Radiology 231:453–458CrossRefPubMed
6.
Zurück zum Zitat Kakinuma R, Ashizawa K, Kuriyama K et al (2012) Measurement of focal ground-glass opacity diameters on CT images: interobserver agreement in regard to identifying increases in the size of ground-glass opacities. Acad Radiol 19:389–394CrossRefPubMed Kakinuma R, Ashizawa K, Kuriyama K et al (2012) Measurement of focal ground-glass opacity diameters on CT images: interobserver agreement in regard to identifying increases in the size of ground-glass opacities. Acad Radiol 19:389–394CrossRefPubMed
7.
Zurück zum Zitat Goo JM (2011) A computer-aided diagnosis for evaluating lung nodules on chest CT: the current status and perspective. Korean J Radiol 12:145–155CrossRefPubMedPubMedCentral Goo JM (2011) A computer-aided diagnosis for evaluating lung nodules on chest CT: the current status and perspective. Korean J Radiol 12:145–155CrossRefPubMedPubMedCentral
8.
Zurück zum Zitat Wormanns D, Kohl G, Klotz E et al (2004) Volumetric measurements of pulmonary nodules at multi-row detector CT: in vivo reproducibility. Eur Radiol 14:86–92CrossRefPubMed Wormanns D, Kohl G, Klotz E et al (2004) Volumetric measurements of pulmonary nodules at multi-row detector CT: in vivo reproducibility. Eur Radiol 14:86–92CrossRefPubMed
9.
Zurück zum Zitat Goodman LR, Gulsun M, Washington L, Nagy PG, Piacsek KL (2006) Inherent variability of CT lung nodule measurements in vivo using semiautomated volumetric measurements. AJR Am J Roentgenol 186:989–994CrossRefPubMed Goodman LR, Gulsun M, Washington L, Nagy PG, Piacsek KL (2006) Inherent variability of CT lung nodule measurements in vivo using semiautomated volumetric measurements. AJR Am J Roentgenol 186:989–994CrossRefPubMed
10.
Zurück zum Zitat Park CM, Goo JM, Lee HJ, Kim KG, Kang MJ, Shin YH (2010) Persistent pure ground-glass nodules in the lung: interscan variability of semiautomated volume and attenuation measurements. AJR Am J Roentgenol 195:W408–W414CrossRefPubMed Park CM, Goo JM, Lee HJ, Kim KG, Kang MJ, Shin YH (2010) Persistent pure ground-glass nodules in the lung: interscan variability of semiautomated volume and attenuation measurements. AJR Am J Roentgenol 195:W408–W414CrossRefPubMed
11.
Zurück zum Zitat Oda S, Awai K, Murao K et al (2010) Computer-aided volumetry of pulmonary nodules exhibiting ground-glass opacity at MDCT. AJR Am J Roentgenol 194:398–406CrossRefPubMed Oda S, Awai K, Murao K et al (2010) Computer-aided volumetry of pulmonary nodules exhibiting ground-glass opacity at MDCT. AJR Am J Roentgenol 194:398–406CrossRefPubMed
12.
Zurück zum Zitat Oda S, Awai K, Murao K et al (2011) Volume-doubling time of pulmonary nodules with ground glass opacity at multidetector CT: Assessment with computer-aided three-dimensional volumetry. Acad Radiol 18:63–69CrossRefPubMed Oda S, Awai K, Murao K et al (2011) Volume-doubling time of pulmonary nodules with ground glass opacity at multidetector CT: Assessment with computer-aided three-dimensional volumetry. Acad Radiol 18:63–69CrossRefPubMed
13.
Zurück zum Zitat de Hoop B, Gietema H, van de Vorst S, Murphy K, van Klaveren RJ, Prokop M (2010) Pulmonary ground-glass nodules: increase in mass as an early indicator of growth. Radiology 255:199–206CrossRefPubMed de Hoop B, Gietema H, van de Vorst S, Murphy K, van Klaveren RJ, Prokop M (2010) Pulmonary ground-glass nodules: increase in mass as an early indicator of growth. Radiology 255:199–206CrossRefPubMed
14.
Zurück zum Zitat Scholten ET, Jacobs C, van Ginneken B et al (2015) Detection and quantification of the solid component in pulmonary subsolid nodules by semiautomatic segmentation. Eur Radiol 25:488–496CrossRefPubMed Scholten ET, Jacobs C, van Ginneken B et al (2015) Detection and quantification of the solid component in pulmonary subsolid nodules by semiautomatic segmentation. Eur Radiol 25:488–496CrossRefPubMed
15.
Zurück zum Zitat Kuhnigk JM, Dicken V, Bornemann L et al (2006) Morphological segmentation and partial volume analysis for volumetry of solid pulmonary lesions in thoracic CT scans. IEEE Trans Med Imaging 25:417–434CrossRefPubMed Kuhnigk JM, Dicken V, Bornemann L et al (2006) Morphological segmentation and partial volume analysis for volumetry of solid pulmonary lesions in thoracic CT scans. IEEE Trans Med Imaging 25:417–434CrossRefPubMed
16.
Zurück zum Zitat de Hoop B, Gietema H, van Ginneken B, Zanen P, Groenewegen G, Prokop M (2009) A comparison of six software packages for evaluation of solid lung nodules using semi-automated volumetry: what is the minimum increase in size to detect growth in repeated CT examinations. Eur Radiol 19:800–808CrossRefPubMed de Hoop B, Gietema H, van Ginneken B, Zanen P, Groenewegen G, Prokop M (2009) A comparison of six software packages for evaluation of solid lung nodules using semi-automated volumetry: what is the minimum increase in size to detect growth in repeated CT examinations. Eur Radiol 19:800–808CrossRefPubMed
17.
Zurück zum Zitat Lee KH, Goo JM, Park SJ et al (2014) Correlation between the size of the solid component on thin-section CT and the invasive component on pathology in small lung adenocarcinomas manifesting as ground-glass nodules. J Thorac Oncol 9:74–82CrossRefPubMed Lee KH, Goo JM, Park SJ et al (2014) Correlation between the size of the solid component on thin-section CT and the invasive component on pathology in small lung adenocarcinomas manifesting as ground-glass nodules. J Thorac Oncol 9:74–82CrossRefPubMed
18.
Zurück zum Zitat Gandara DR, Aberle D, Lau D et al (2006) Radiographic imaging of bronchioloalveolar carcinoma: screening, patterns of presentation and response assessment. J Thorac Oncol 1:S20–S26CrossRefPubMed Gandara DR, Aberle D, Lau D et al (2006) Radiographic imaging of bronchioloalveolar carcinoma: screening, patterns of presentation and response assessment. J Thorac Oncol 1:S20–S26CrossRefPubMed
19.
Zurück zum Zitat Lee HY, Choi YL, Lee KS et al (2014) Pure ground-glass opacity neoplastic lung nodules: histopathology, imaging, and management. AJR Am J Roentgenol 202:W224–W233CrossRefPubMed Lee HY, Choi YL, Lee KS et al (2014) Pure ground-glass opacity neoplastic lung nodules: histopathology, imaging, and management. AJR Am J Roentgenol 202:W224–W233CrossRefPubMed
20.
Zurück zum Zitat Thunnissen E, Beasley MB, Borczuk AC et al (2012) Reproducibility of histopathological subtypes and invasion in pulmonary adenocarcinoma. An international interobserver study. Mod Pathol 25:1574–1583CrossRefPubMed Thunnissen E, Beasley MB, Borczuk AC et al (2012) Reproducibility of histopathological subtypes and invasion in pulmonary adenocarcinoma. An international interobserver study. Mod Pathol 25:1574–1583CrossRefPubMed
Metadaten
Titel
Software performance in segmenting ground-glass and solid components of subsolid nodules in pulmonary adenocarcinomas
verfasst von
Julien G. Cohen
Jin Mo Goo
Roh-Eul Yoo
Chang Min Park
Chang Hyun Lee
Bram van Ginneken
Doo Hyun Chung
Young Tae Kim
Publikationsdatum
05.04.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
European Radiology / Ausgabe 12/2016
Print ISSN: 0938-7994
Elektronische ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-016-4317-3

Weitere Artikel der Ausgabe 12/2016

European Radiology 12/2016 Zur Ausgabe

Update Radiologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.