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Erschienen in: European Radiology 10/2017

06.04.2017 | Computer Applications

Co-registration of pre-operative CT with ex vivo surgically excised ground glass nodules to define spatial extent of invasive adenocarcinoma on in vivo imaging: a proof-of-concept study

verfasst von: Mirabela Rusu, Prabhakar Rajiah, Robert Gilkeson, Michael Yang, Christopher Donatelli, Rajat Thawani, Frank J. Jacono, Philip Linden, Anant Madabhushi

Erschienen in: European Radiology | Ausgabe 10/2017

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Abstract

Objective

To develop an approach for radiology-pathology fusion of ex vivo histology of surgically excised pulmonary nodules with pre-operative CT, to radiologically map spatial extent of the invasive adenocarcinomatous component of the nodule.

Methods

Six subjects (age: 75 ± 11 years) with pre-operative CT and surgically excised ground-glass nodules (size: 22.5 ± 5.1 mm) with a significant invasive adenocarcinomatous component (>5 mm) were included. The pathologist outlined disease extent on digitized histology specimens; two radiologists and a pulmonary critical care physician delineated the entire nodule on CT (in-plane resolution: <0.8 mm, inter-slice distance: 1–5 mm). We introduced a novel reconstruction approach to localize histology slices in 3D relative to each other while using CT scan as spatial constraint. This enabled the spatial mapping of the extent of tumour invasion from histology onto CT.

Results

Good overlap of the 3D reconstructed histology and the nodule outlined on CT was observed (65.9 ± 5.2%). Reduction in 3D misalignment of corresponding anatomical landmarks on histology and CT was observed (1.97 ± 0.42 mm). Moreover, the CT attenuation (HU) distributions were different when comparing invasive and in situ regions.

Conclusion

This proof-of-concept study suggests that our fusion method can enable the spatial mapping of the invasive adenocarcinomatous component from 2D histology slices onto in vivo CT.

Key Points

3D reconstructions are generated from 2D histology specimens of ground glass nodules.
The reconstruction methodology used pre-operative in vivo CT as 3D spatial constraint.
The methodology maps adenocarcinoma extent from digitized histology onto in vivo CT.
The methodology potentially facilitates the discovery of CT signature of invasive adenocarcinoma.
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Literatur
1.
Zurück zum Zitat Yanagawa N, Shiono S, Abiko M, Ogata S-y, Sato T, Tamura G (2013) New IASLC/ATS/ERS classification and invasive tumor size are predictive of disease recurrence in stage I lung adenocarcinoma. J Thorac Oncol 8:612–618CrossRefPubMed Yanagawa N, Shiono S, Abiko M, Ogata S-y, Sato T, Tamura G (2013) New IASLC/ATS/ERS classification and invasive tumor size are predictive of disease recurrence in stage I lung adenocarcinoma. J Thorac Oncol 8:612–618CrossRefPubMed
2.
Zurück zum Zitat Godoy MCB, Naidich DP (2009) Subsolid pulmonary nodules and the spectrum of peripheral adenocarcinomas of the lung: recommended interim guidelines for assessment and management. Radiology 253:606–622CrossRefPubMed Godoy MCB, Naidich DP (2009) Subsolid pulmonary nodules and the spectrum of peripheral adenocarcinomas of the lung: recommended interim guidelines for assessment and management. Radiology 253:606–622CrossRefPubMed
3.
Zurück zum Zitat Van Schil PE, Sihoe ADL, Travis WD (2013) Pathologic classification of adenocarcinoma of lung. J Surg Oncol 108:320–326CrossRefPubMed Van Schil PE, Sihoe ADL, Travis WD (2013) Pathologic classification of adenocarcinoma of lung. J Surg Oncol 108:320–326CrossRefPubMed
4.
Zurück zum Zitat Borczuk AC, Qian F, Kazeros A (2009) Invasive size is an independent predictor of survival in pulmonary adenocarcinoma. Am J Surg Pathol 33:462–469CrossRefPubMedPubMedCentral Borczuk AC, Qian F, Kazeros A (2009) Invasive size is an independent predictor of survival in pulmonary adenocarcinoma. Am J Surg Pathol 33:462–469CrossRefPubMedPubMedCentral
5.
Zurück zum Zitat Xiang W, Xing Y, Jiang S et al (2014) Morphological factors differentiating between early lung adenocarcinomas appearing as pure ground-glass nodules measuring 10 mm on thin-section computed tomography. Cancer Imaging 14:33CrossRefPubMedPubMedCentral Xiang W, Xing Y, Jiang S et al (2014) Morphological factors differentiating between early lung adenocarcinomas appearing as pure ground-glass nodules measuring 10 mm on thin-section computed tomography. Cancer Imaging 14:33CrossRefPubMedPubMedCentral
6.
Zurück zum Zitat Lee SM, Park CM, Goo JM, Lee H-J, Wi JY, Kang CH (2013) Invasive pulmonary adenocarcinomas versus preinvasive lesions appearing as ground-glass nodules: differentiation by using CT features. Radiology 268:265–273CrossRefPubMed Lee SM, Park CM, Goo JM, Lee H-J, Wi JY, Kang CH (2013) Invasive pulmonary adenocarcinomas versus preinvasive lesions appearing as ground-glass nodules: differentiation by using CT features. Radiology 268:265–273CrossRefPubMed
7.
Zurück zum Zitat Chae H-D, Park CM, Park SJ, Lee SM, Kim KG, Goo JM (2014) Computerized texture analysis of persistent part-solid ground-glass nodules: differentiation of preinvasive lesions from invasive pulmonary adenocarcinomas. Radiology 273:285–293CrossRefPubMed Chae H-D, Park CM, Park SJ, Lee SM, Kim KG, Goo JM (2014) Computerized texture analysis of persistent part-solid ground-glass nodules: differentiation of preinvasive lesions from invasive pulmonary adenocarcinomas. Radiology 273:285–293CrossRefPubMed
8.
Zurück zum Zitat Orooji M, Rusu M, Rajiah P, Yang M, Jacono F, Gilkeson RC et al (2014) computer extracted texture features on CT predict level of invasion in ground glass non-small cell lung nodules. In: Radiology society of north america, annual meeting proceedings Orooji M, Rusu M, Rajiah P, Yang M, Jacono F, Gilkeson RC et al (2014) computer extracted texture features on CT predict level of invasion in ground glass non-small cell lung nodules. In: Radiology society of north america, annual meeting proceedings
9.
Zurück zum Zitat 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, e104066CrossRefPubMedPubMedCentral 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, e104066CrossRefPubMedPubMedCentral
10.
Zurück zum Zitat Chappelow J, Bloch BN, Rofsky N et al (2011) Elastic registration of multimodal prostate MRI and histology via multiattribute combined mutual information. Med Phys 38:2005–18CrossRefPubMedPubMedCentral Chappelow J, Bloch BN, Rofsky N et al (2011) Elastic registration of multimodal prostate MRI and histology via multiattribute combined mutual information. Med Phys 38:2005–18CrossRefPubMedPubMedCentral
11.
Zurück zum Zitat Ward AD, Crukley C, McKenzie CA et al (2012) Prostate: Registration of Digital Histopathologic Images to in Vivo MR Images Acquired by Using Endorectal Receive Coil. Radiology 263:856–864CrossRefPubMed Ward AD, Crukley C, McKenzie CA et al (2012) Prostate: Registration of Digital Histopathologic Images to in Vivo MR Images Acquired by Using Endorectal Receive Coil. Radiology 263:856–864CrossRefPubMed
12.
Zurück zum Zitat Rusu M, Golden T, Wang H, Gow A, Madabhushi A (2015) Framework for 3D histologic reconstruction and fusion with in vivo MRI: Preliminary results of characterizing pulmonary inflammation in a mouse model. Med Phys 42:4822–4832CrossRefPubMedPubMedCentral Rusu M, Golden T, Wang H, Gow A, Madabhushi A (2015) Framework for 3D histologic reconstruction and fusion with in vivo MRI: Preliminary results of characterizing pulmonary inflammation in a mouse model. Med Phys 42:4822–4832CrossRefPubMedPubMedCentral
13.
Zurück zum Zitat Onozato ML, Klepeis VE, Yagi Y, Mino-Kenudson M (2012) A role of three-dimensional (3D)-reconstruction in the classification of lung adenocarcinoma. Anal Cell Pathol 35:79–84CrossRef Onozato ML, Klepeis VE, Yagi Y, Mino-Kenudson M (2012) A role of three-dimensional (3D)-reconstruction in the classification of lung adenocarcinoma. Anal Cell Pathol 35:79–84CrossRef
14.
Zurück zum Zitat Litzlbauer HD, Neuhaeuser C, Moell A et al (2006) Three-dimensional imaging and morphometric analysis of alveolar tissue from microfocal X-ray-computed tomography. Am J Physiol Lung Cell Mol Physiol 291:L535–L545CrossRefPubMed Litzlbauer HD, Neuhaeuser C, Moell A et al (2006) Three-dimensional imaging and morphometric analysis of alveolar tissue from microfocal X-ray-computed tomography. Am J Physiol Lung Cell Mol Physiol 291:L535–L545CrossRefPubMed
15.
Zurück zum Zitat Pieper S, Halle M, Kikinis R (2004) 3D Slicer. IEEE Int Sym Biomed Imaging :632–635 Pieper S, Halle M, Kikinis R (2004) 3D Slicer. IEEE Int Sym Biomed Imaging :632–635
16.
Zurück zum Zitat Cohen J (1960) A coefficient of agreement for nominal scales. Educ Psychol Meas 20:37–46CrossRef Cohen J (1960) A coefficient of agreement for nominal scales. Educ Psychol Meas 20:37–46CrossRef
17.
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: 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
18.
Zurück zum Zitat Klein S, Staring M, Murphy K, Viergever MA, Pluim JPW (2010) Elastix: a toolbox for intensity-based medical image registration. IEEE Trans Pattern Anal Mach Intell 29:196–205 Klein S, Staring M, Murphy K, Viergever MA, Pluim JPW (2010) Elastix: a toolbox for intensity-based medical image registration. IEEE Trans Pattern Anal Mach Intell 29:196–205
19.
Zurück zum Zitat Wilcoxon F (1945) Individual comparisons by ranking methods. Biom Bull 1:80–83CrossRef Wilcoxon F (1945) Individual comparisons by ranking methods. Biom Bull 1:80–83CrossRef
20.
Zurück zum Zitat Lotz J, Berger J, Müller B, Breuhahn K, Grabe N, Heldmann S et al (2014) Zooming in: high resolution 3D reconstruction of differently stained histological whole slide images. In: SPIE Medical Imaging, p 904104–1–904104–7 Lotz J, Berger J, Müller B, Breuhahn K, Grabe N, Heldmann S et al (2014) Zooming in: high resolution 3D reconstruction of differently stained histological whole slide images. In: SPIE Medical Imaging, p 904104–1–904104–7
Metadaten
Titel
Co-registration of pre-operative CT with ex vivo surgically excised ground glass nodules to define spatial extent of invasive adenocarcinoma on in vivo imaging: a proof-of-concept study
verfasst von
Mirabela Rusu
Prabhakar Rajiah
Robert Gilkeson
Michael Yang
Christopher Donatelli
Rajat Thawani
Frank J. Jacono
Philip Linden
Anant Madabhushi
Publikationsdatum
06.04.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
European Radiology / Ausgabe 10/2017
Print ISSN: 0938-7994
Elektronische ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-017-4813-0

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