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Published in: European Radiology 1/2016

01-01-2016 | Chest

Quantitative CT analysis of pulmonary ground-glass opacity nodules for distinguishing invasive adenocarcinoma from non-invasive or minimally invasive adenocarcinoma: the added value of using iodine mapping

Authors: Ji Ye Son, Ho Yun Lee, Jae-Hun Kim, Joungho Han, Ji Yun Jeong, Kyung Soo Lee, O. Jung Kwon, Young Mog Shim

Published in: European Radiology | Issue 1/2016

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Abstract

Objectives

To determine whether quantitative analysis of iodine-enhanced images generated from dual-energy CT (DECT) have added value in distinguishing invasive adenocarcinoma from non-invasive or minimally invasive adenocarcinoma (MIA) showing ground-glass nodule (GGN).

Methods

Thirty-four patients with 39 GGNs were enrolled in this prospective study and underwent DECT followed by complete tumour resection. Various quantitative imaging parameters were assessed, including virtual non-contrast (VNC) imaging and iodine-enhanced imaging.

Results

Of all 39 GGNs, four were adenocarcinoma in situ (AIS) (10 %), nine were MIA (23 %), and 26 were invasive adenocarcinoma (67 %). When assessing only VNC imaging, multivariate analysis revealed that mass, uniformity, and size-zone variability were independent predictors of invasive adenocarcinoma (odds ratio [OR] = 19.92, P = 0.02; OR = 0.70, P = 0.01; OR = 16.16, P = 0.04, respectively). After assessing iodine-enhanced imaging with VNC imaging, both mass on the VNC imaging and uniformity on the iodine-enhanced imaging were independent predictors of invasive adenocarcinoma (OR = 5.51, P = 0.04 and OR = 0.67, P < 0.01). The power of diagnosing invasive adenocarcinoma was improved after adding the iodine-enhanced imaging parameters versus VNC imaging alone, from 0.888 to 0.959, respectively (P = 0.029).

Conclusion

Quantitative analysis using iodine-enhanced imaging metrics versus VNC imaging metrics alone generated from DECT have added value in distinguishing invasive adenocarcinoma from AIS or MIA.

Key Points

Quantitative analysis using DECT was used to distinguish invasive adenocarcinoma.
Tumour mass and uniformity were independent predictors of invasive adenocarcinoma.
Diagnostic performance was improved after adding iodine parameters to VNC parameters.
Literature
1.
go back to reference Lim HJ, Ahn S, Lee KS et al (2013) Persistent pure ground-glass opacity lung nodules >/= 10 mm in diameter at CT scan: histopathologic comparisons and prognostic implications. Chest 144:1291–1299CrossRefPubMed Lim HJ, Ahn S, Lee KS et al (2013) Persistent pure ground-glass opacity lung nodules >/= 10 mm in diameter at CT scan: histopathologic comparisons and prognostic implications. Chest 144:1291–1299CrossRefPubMed
2.
go back to reference Son JY, Lee HY, Lee KS et al (2014) Quantitative CT analysis of pulmonary ground-glass opacity nodules for the distinction of invasive adenocarcinoma from pre-invasive or minimally invasive adenocarcinoma. PLoS One 9, e104066PubMedCentralCrossRefPubMed Son JY, Lee HY, Lee KS et al (2014) Quantitative CT analysis of pulmonary ground-glass opacity nodules for the distinction of invasive adenocarcinoma from pre-invasive or minimally invasive adenocarcinoma. PLoS One 9, e104066PubMedCentralCrossRefPubMed
3.
go back to reference Swensen SJ, Brown LR, Colby TV, Weaver AL (1995) Pulmonary nodules: CT evaluation of enhancement with iodinated contrast material. Radiology 194:393–398CrossRefPubMed Swensen SJ, Brown LR, Colby TV, Weaver AL (1995) Pulmonary nodules: CT evaluation of enhancement with iodinated contrast material. Radiology 194:393–398CrossRefPubMed
4.
go back to reference Swensen SJ, Brown LR, Colby TV, Weaver AL, Midthun DE (1996) Lung nodule enhancement at CT: prospective findings. Radiology 201:447–455CrossRefPubMed Swensen SJ, Brown LR, Colby TV, Weaver AL, Midthun DE (1996) Lung nodule enhancement at CT: prospective findings. Radiology 201:447–455CrossRefPubMed
5.
go back to reference Zhang M, Kono M (1997) Solitary pulmonary nodules: evaluation of blood flow patterns with dynamic CT. Radiology 205:471–478CrossRefPubMed Zhang M, Kono M (1997) Solitary pulmonary nodules: evaluation of blood flow patterns with dynamic CT. Radiology 205:471–478CrossRefPubMed
6.
go back to reference Chae EJ, Song JW, Krauss B et al (2010) Dual-energy computed tomography characterization of solitary pulmonary nodules. J Thorac Imaging 25:301–310CrossRefPubMed Chae EJ, Song JW, Krauss B et al (2010) Dual-energy computed tomography characterization of solitary pulmonary nodules. J Thorac Imaging 25:301–310CrossRefPubMed
7.
go back to reference Brooks RA (1977) A quantitative theory of the Hounsfield unit and its application to dual energy scanning. J Comput Assist Tomogr 1:487–493CrossRefPubMed Brooks RA (1977) A quantitative theory of the Hounsfield unit and its application to dual energy scanning. J Comput Assist Tomogr 1:487–493CrossRefPubMed
8.
go back to reference 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: executive summary. Proc Am Thorac Soc 8:381–385CrossRefPubMed 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: executive summary. Proc Am Thorac Soc 8:381–385CrossRefPubMed
9.
go back to reference 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
10.
go back to reference Chae EJ, Song JW, Seo JB, Krauss B, Jang YM, Song KS (2008) Clinical utility of dual-energy CT in the evaluation of solitary pulmonary nodules: initial experience. Radiology 249:671–681CrossRefPubMed Chae EJ, Song JW, Seo JB, Krauss B, Jang YM, Song KS (2008) Clinical utility of dual-energy CT in the evaluation of solitary pulmonary nodules: initial experience. Radiology 249:671–681CrossRefPubMed
11.
go back to reference Gupta R, Phan CM, Leidecker C et al (2010) Evaluation of dual-energy CT for differentiating intracerebral hemorrhage from iodinated contrast material staining. Radiology 257:205–211CrossRefPubMed Gupta R, Phan CM, Leidecker C et al (2010) Evaluation of dual-energy CT for differentiating intracerebral hemorrhage from iodinated contrast material staining. Radiology 257:205–211CrossRefPubMed
12.
go back to reference 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
13.
go back to reference Mull RT (1984) Mass estimates by computed tomography: physical density from CT numbers. AJR Am J Roentgenol 143:1101–1104CrossRefPubMed Mull RT (1984) Mass estimates by computed tomography: physical density from CT numbers. AJR Am J Roentgenol 143:1101–1104CrossRefPubMed
14.
go back to reference Goh V, Ganeshan B, Nathan P, Juttla JK, Vinayan A, Miles KA (2011) Assessment of response to tyrosine kinase inhibitors in metastatic renal cell cancer: CT texture as a predictive biomarker. Radiology 261:165–171CrossRefPubMed Goh V, Ganeshan B, Nathan P, Juttla JK, Vinayan A, Miles KA (2011) Assessment of response to tyrosine kinase inhibitors in metastatic renal cell cancer: CT texture as a predictive biomarker. Radiology 261:165–171CrossRefPubMed
15.
go back to reference Tixier F, Le Rest CC, Hatt M et al (2011) Intratumor heterogeneity characterized by textural features on baseline 18F-FDG PET images predicts response to concomitant radiochemotherapy in esophageal cancer. J Nucl Med 52:369–378PubMedCentralCrossRefPubMed Tixier F, Le Rest CC, Hatt M et al (2011) Intratumor heterogeneity characterized by textural features on baseline 18F-FDG PET images predicts response to concomitant radiochemotherapy in esophageal cancer. J Nucl Med 52:369–378PubMedCentralCrossRefPubMed
16.
go back to reference Chong Y, Kim JH, Lee HY et al (2014) Quantitative CT variables enabling response prediction in neoadjuvant therapy with EGFR-TKIs: are they different from those in neoadjuvant concurrent chemoradiotherapy? PLoS One 9, e88598PubMedCentralCrossRefPubMed Chong Y, Kim JH, Lee HY et al (2014) Quantitative CT variables enabling response prediction in neoadjuvant therapy with EGFR-TKIs: are they different from those in neoadjuvant concurrent chemoradiotherapy? PLoS One 9, e88598PubMedCentralCrossRefPubMed
17.
go back to reference Ikeda K, Awai K, Mori T, Kawanaka K, Yamashita Y, Nomori H (2007) Differential diagnosis of ground-glass opacity nodules: CT number analysis by three-dimensional computerized quantification. Chest 132:984–990CrossRefPubMed Ikeda K, Awai K, Mori T, Kawanaka K, Yamashita Y, Nomori H (2007) Differential diagnosis of ground-glass opacity nodules: CT number analysis by three-dimensional computerized quantification. Chest 132:984–990CrossRefPubMed
18.
go back to reference Chandarana H, Rosenkrantz AB, Mussi TC et al (2012) Histogram analysis of whole-lesion enhancement in differentiating clear cell from papillary subtype of renal cell cancer. Radiology 265:790–798CrossRefPubMed Chandarana H, Rosenkrantz AB, Mussi TC et al (2012) Histogram analysis of whole-lesion enhancement in differentiating clear cell from papillary subtype of renal cell cancer. Radiology 265:790–798CrossRefPubMed
19.
go back to reference Ozluk Y, Blanco PL, Mengel M, Solez K, Halloran PF, Sis B (2012) Superiority of virtual microscopy versus light microscopy in transplantation pathology. Clin Transpl 26:336–344CrossRef Ozluk Y, Blanco PL, Mengel M, Solez K, Halloran PF, Sis B (2012) Superiority of virtual microscopy versus light microscopy in transplantation pathology. Clin Transpl 26:336–344CrossRef
20.
go back to reference 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 6:244–285PubMedCentralCrossRefPubMed 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 6:244–285PubMedCentralCrossRefPubMed
21.
go back to reference Kim HK, Choi YS, Kim J, Shim YM, Lee KS, Kim K (2010) Management of multiple pure ground-glass opacity lesions in patients with bronchioloalveolar carcinoma. J Thorac Oncol 5:206–210CrossRefPubMed Kim HK, Choi YS, Kim J, Shim YM, Lee KS, Kim K (2010) Management of multiple pure ground-glass opacity lesions in patients with bronchioloalveolar carcinoma. J Thorac Oncol 5:206–210CrossRefPubMed
22.
go back to reference Ganeshan B, Abaleke S, Young RC, Chatwin CR, Miles KA (2010) Texture analysis of non-small cell lung cancer on unenhanced computed tomography: initial evidence for a relationship with tumour glucose metabolism and stage. Cancer Imaging 10:137–143PubMedCentralCrossRefPubMed Ganeshan B, Abaleke S, Young RC, Chatwin CR, Miles KA (2010) Texture analysis of non-small cell lung cancer on unenhanced computed tomography: initial evidence for a relationship with tumour glucose metabolism and stage. Cancer Imaging 10:137–143PubMedCentralCrossRefPubMed
23.
go back to reference Yi CA, Lee KS, Kim EA et al (2004) Solitary pulmonary nodules: dynamic enhanced multi-detector row CT study and comparison with vascular endothelial growth factor and microvessel density. Radiology 233:191–199CrossRefPubMed Yi CA, Lee KS, Kim EA et al (2004) Solitary pulmonary nodules: dynamic enhanced multi-detector row CT study and comparison with vascular endothelial growth factor and microvessel density. Radiology 233:191–199CrossRefPubMed
24.
go back to reference Weidner N, Semple JP, Welch WR, Folkman J (1991) Tumor angiogenesis and metastasis–correlation in invasive breast carcinoma. N Engl J Med 324:1–8CrossRefPubMed Weidner N, Semple JP, Welch WR, Folkman J (1991) Tumor angiogenesis and metastasis–correlation in invasive breast carcinoma. N Engl J Med 324:1–8CrossRefPubMed
25.
go back to reference Swensen SJ, Morin RL, Schueler BA et al (1992) Solitary pulmonary nodule: CT evaluation of enhancement with iodinated contrast material–a preliminary report. Radiology 182:343–347CrossRefPubMed Swensen SJ, Morin RL, Schueler BA et al (1992) Solitary pulmonary nodule: CT evaluation of enhancement with iodinated contrast material–a preliminary report. Radiology 182:343–347CrossRefPubMed
26.
go back to reference Yamashita K, Matsunobe S, Takahashi R et al (1995) Small peripheral lung carcinoma evaluated with incremental dynamic CT: radiologic-pathologic correlation. Radiology 196:401–408CrossRefPubMed Yamashita K, Matsunobe S, Takahashi R et al (1995) Small peripheral lung carcinoma evaluated with incremental dynamic CT: radiologic-pathologic correlation. Radiology 196:401–408CrossRefPubMed
27.
go back to reference Nelson DA, Tan TT, Rabson AB, Anderson D, Degenhardt K, White E (2004) Hypoxia and defective apoptosis drive genomic instability and tumorigenesis. Genes Dev 18:2095–2107PubMedCentralCrossRefPubMed Nelson DA, Tan TT, Rabson AB, Anderson D, Degenhardt K, White E (2004) Hypoxia and defective apoptosis drive genomic instability and tumorigenesis. Genes Dev 18:2095–2107PubMedCentralCrossRefPubMed
28.
go back to reference 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
29.
go back to reference Kayser G, Kayser K (2013) Quantitative pathology in virtual microscopy: history, applications, perspectives. Acta Histochem 115:527–532CrossRefPubMed Kayser G, Kayser K (2013) Quantitative pathology in virtual microscopy: history, applications, perspectives. Acta Histochem 115:527–532CrossRefPubMed
30.
go back to reference Neltner JH, Abner EL, Schmitt FA et al (2012) Digital pathology and image analysis for robust high-throughput quantitative assessment of Alzheimer disease neuropathologic changes. J Neuropathol Exp Neurol 71:1075–1085PubMedCentralCrossRefPubMed Neltner JH, Abner EL, Schmitt FA et al (2012) Digital pathology and image analysis for robust high-throughput quantitative assessment of Alzheimer disease neuropathologic changes. J Neuropathol Exp Neurol 71:1075–1085PubMedCentralCrossRefPubMed
31.
go back to reference Onozato ML, Klepeis VE, Yagi Y, Mino-Kenudson M (2012) A role of three-dimensional (3D) reconstruction in the classification of lung adenocarcinoma. Stud Health Technol Inform 179:250–256PubMed Onozato ML, Klepeis VE, Yagi Y, Mino-Kenudson M (2012) A role of three-dimensional (3D) reconstruction in the classification of lung adenocarcinoma. Stud Health Technol Inform 179:250–256PubMed
Metadata
Title
Quantitative CT analysis of pulmonary ground-glass opacity nodules for distinguishing invasive adenocarcinoma from non-invasive or minimally invasive adenocarcinoma: the added value of using iodine mapping
Authors
Ji Ye Son
Ho Yun Lee
Jae-Hun Kim
Joungho Han
Ji Yun Jeong
Kyung Soo Lee
O. Jung Kwon
Young Mog Shim
Publication date
01-01-2016
Publisher
Springer Berlin Heidelberg
Published in
European Radiology / Issue 1/2016
Print ISSN: 0938-7994
Electronic ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-015-3816-y

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