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Published in: Cancer Imaging 1/2016

Open Access 01-12-2016 | Research article

Evaluation of locoregional invasiveness of small-sized non-small cell lung cancers by enhanced dual-energy computed tomography

Authors: Hironori Shimamoto, Shingo Iwano, Hiroyasu Umakoshi, Koji Kawaguchi, Shinji Naganawa

Published in: Cancer Imaging | Issue 1/2016

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Abstract

Background

To investigate the correlation between iodine-related attenuation of dual-energy computed tomography (DE-CT) and the histopathological invasiveness of surgically resected primary non-small cell lung cancers (NSCLCs) ≤ 3 cm in diameter.

Methods

We selected 63 consecutive NSCLC lesions from 60 patients (32 males, 28 females; age range, 39–85 years; mean age, 68 years). After injection of iodinated contrast media, arterial phases were scanned using 140-kVp and 80-kVp tube voltages. Three-dimensional iodine-related attenuation (3D-IRA) of primary tumors at the arterial phase was computed using “lung nodule” application software. The corrected 3D-IRA normalized to the patient’s body weight and contrast medium concentration was then calculated. Single-factor analysis of variance (ANOVA) was used for comparison among tumor differentiation grade groups. Univariate and multivariate logistic regression analysis was used for the correlation between locoregional invasive tumor and clinical factors.

Results

Resected tumors were histopathologically classified into well-differentiated (G1; n = 24), moderately-differentiated (G2; n = 28), and poorly-differentiated (G3; n = 11) groups by degree of tumor differentiation. The mean ± standard deviation of the 3D-IRA was 56.1 ± 22.6 HU in G1 tumours, 48.5 ± 23.9 HU in G2 tumours, and 28.4 ± 15.8 HU in G3 tumours; significant differences were observed between groups by ANOVA. (p = 0.005). Univariate logistic analysis showed that the 3D-IRA and corrected 3D-IRAs were significantly correlated with locoregional invasive tumors (p = 0.002 and p < 0.001, respectively). Multivariate logistic analysis revealed that only the corrected 3D-IRA was significantly correlated with tumor invasiveness (p = 0.003), while gender, clinical size, and solid/subsolid type were not (p = 0.950, p = 0.057 and p = 0.456, respectively).

Conclusions

The 3D-IRA of small-sized NSCLCs was significantly associated with and invasiveness. Low 3D-IRA tumors tended to have greater invasiveness than high 3D-IRA tumors.
Literature
1.
go back to reference Chung CK, Zaino R, Stryker JA, O’Neill Jr M, DeMuth Jr WE. Carcinoma of the lung: evaluation of histological grade and factors influencing prognosis. Ann Thorac Surg. 1982;33(6):599–604.CrossRefPubMed Chung CK, Zaino R, Stryker JA, O’Neill Jr M, DeMuth Jr WE. Carcinoma of the lung: evaluation of histological grade and factors influencing prognosis. Ann Thorac Surg. 1982;33(6):599–604.CrossRefPubMed
2.
go back to reference Kozu Y, Maniwa T, Takahashi S, Isaka M, Ohde Y, Nakajima T. Risk factors for both recurrence and survival in patients with pathological stage I non-small-cell lung cancer. Eur J Cardiothorac Surg. 2013;44(1):e53–8.CrossRefPubMed Kozu Y, Maniwa T, Takahashi S, Isaka M, Ohde Y, Nakajima T. Risk factors for both recurrence and survival in patients with pathological stage I non-small-cell lung cancer. Eur J Cardiothorac Surg. 2013;44(1):e53–8.CrossRefPubMed
3.
go back to reference Kishimoto M, Iwano S, Ito S, Kato K, Ito R, Naganawa S. Prognostic evaluations of small size lung cancers by 18 F-FDG PET/CT and thin-section CT. Lung Cancer. 2014;86(2):180–4.CrossRefPubMed Kishimoto M, Iwano S, Ito S, Kato K, Ito R, Naganawa S. Prognostic evaluations of small size lung cancers by 18 F-FDG PET/CT and thin-section CT. Lung Cancer. 2014;86(2):180–4.CrossRefPubMed
4.
go back to reference Iwano S, Yokoi K, Taniguchi T, Kawaguchi K, Fukui T, Naganawa S. Planning of segmentectomy using three-dimensional computed tomography angiography with a virtual safety margin: Technique and initial experience. Lung Cancer. 2013;81(3):410–5.CrossRefPubMed Iwano S, Yokoi K, Taniguchi T, Kawaguchi K, Fukui T, Naganawa S. Planning of segmentectomy using three-dimensional computed tomography angiography with a virtual safety margin: Technique and initial experience. Lung Cancer. 2013;81(3):410–5.CrossRefPubMed
5.
go back to reference Billé A, Pelosi E, Skanjeti A, Arena V, Errico L, Borasio P, et al. Preoperative intrathoracic lymph node staging in patients with non-small-cell lung cancer: accuracy of integrated positron emission tomography and computed tomography. Eur J Cardiothorac Surg. 2009;36(3):440–5.CrossRefPubMed Billé A, Pelosi E, Skanjeti A, Arena V, Errico L, Borasio P, et al. Preoperative intrathoracic lymph node staging in patients with non-small-cell lung cancer: accuracy of integrated positron emission tomography and computed tomography. Eur J Cardiothorac Surg. 2009;36(3):440–5.CrossRefPubMed
6.
go back to reference Iwano S, Koike W, Matsuo K, Okada T, Shimoyama Y, Naganawa S. Correlation between dual-phase dynamic multi-detector CT findings and fibrosis within lung adenocarcinoma tumors. Eur J Radiol. 2011;80(3):e470–5.CrossRefPubMed Iwano S, Koike W, Matsuo K, Okada T, Shimoyama Y, Naganawa S. Correlation between dual-phase dynamic multi-detector CT findings and fibrosis within lung adenocarcinoma tumors. Eur J Radiol. 2011;80(3):e470–5.CrossRefPubMed
7.
go back to reference Spira D, Neumeister H, Spira SM, Hetzel J, Spengler W, von Weyhern CH, et al. Assessment of tumor vascularity in lung cancer using volume perfusion CT (VPCT) with histopathologic comparison: a further step toward an individualized tumor characterization. J Comput Assist Tomogr. 2013;37(1):15–21.CrossRefPubMed Spira D, Neumeister H, Spira SM, Hetzel J, Spengler W, von Weyhern CH, et al. Assessment of tumor vascularity in lung cancer using volume perfusion CT (VPCT) with histopathologic comparison: a further step toward an individualized tumor characterization. J Comput Assist Tomogr. 2013;37(1):15–21.CrossRefPubMed
8.
go back to reference Wang Y, Wang J-a, Liang K-r, Liang M-z, X-g L. Correlations between tumor stroma characters and dynamic enhanced MDCT findings in nodular pulmonary adenocarcinoma. J Comput Assist Tomogr. 2014;38(1):82–8.CrossRefPubMed Wang Y, Wang J-a, Liang K-r, Liang M-z, X-g L. Correlations between tumor stroma characters and dynamic enhanced MDCT findings in nodular pulmonary adenocarcinoma. J Comput Assist Tomogr. 2014;38(1):82–8.CrossRefPubMed
9.
go back to reference Zhang LJ, Yang GF, Wu SY, Xu J, Lu GM, Schoepf UJ. Dual-energy CT imaging of thoracic malignancies. Cancer Imaging. 2013;13:81–91.CrossRefPubMed Zhang LJ, Yang GF, Wu SY, Xu J, Lu GM, Schoepf UJ. Dual-energy CT imaging of thoracic malignancies. Cancer Imaging. 2013;13:81–91.CrossRefPubMed
10.
go back to reference Schmid-Bindert G, Henzler T, Chu TQ, Meyer M, Nance Jr JW, Schoepf UJ, et al. Functional imaging of lung cancer using dual energy CT: how does iodine related attenuation correlate with standardized uptake value of 18FDG-PET-CT? Eur Radiol. 2012;22(1):93–103.CrossRefPubMed Schmid-Bindert G, Henzler T, Chu TQ, Meyer M, Nance Jr JW, Schoepf UJ, et al. Functional imaging of lung cancer using dual energy CT: how does iodine related attenuation correlate with standardized uptake value of 18FDG-PET-CT? Eur Radiol. 2012;22(1):93–103.CrossRefPubMed
11.
go back to reference Baxa J, Vondrakova A, Matouskova T, Ruzickova O, Schmidt B, Flohr T, et al. Dual-phase dual-energy CT in patients with lung cancer: assessment of the additional value of iodine quantification in lymph node therapy response. Eur Radiol. 2014;24(8):1981–8.CrossRefPubMed Baxa J, Vondrakova A, Matouskova T, Ruzickova O, Schmidt B, Flohr T, et al. Dual-phase dual-energy CT in patients with lung cancer: assessment of the additional value of iodine quantification in lymph node therapy response. Eur Radiol. 2014;24(8):1981–8.CrossRefPubMed
12.
go back to reference Sudarski S, Hagelstein C, Weis M, Schoenberg SO, Apfaltrer P. Dual-energy snap-shot perfusion CT in suspect pulmonary nodules and masses and for lung cancer staging. Euro J Radiol. 2015;84(12):2393–400.CrossRef Sudarski S, Hagelstein C, Weis M, Schoenberg SO, Apfaltrer P. Dual-energy snap-shot perfusion CT in suspect pulmonary nodules and masses and for lung cancer staging. Euro J Radiol. 2015;84(12):2393–400.CrossRef
13.
go back to reference Baxa J, Matouskova T, Krakorova G, Schmidt B, Flohr T, Sedlmair M, Bejcek J, Ferda J. Dual-Phase Dual-Energy CT in Patients Treated with Erlotinib for Advanced Non-Small Cell Lung Cancer: Possible Benefits of Iodine Quantification in Response Assessment. Eur Radiol. 2015. doi:10.1007/s00330-015-4092-6. Baxa J, Matouskova T, Krakorova G, Schmidt B, Flohr T, Sedlmair M, Bejcek J, Ferda J. Dual-Phase Dual-Energy CT in Patients Treated with Erlotinib for Advanced Non-Small Cell Lung Cancer: Possible Benefits of Iodine Quantification in Response Assessment. Eur Radiol. 2015. doi:10.​1007/​s00330-015-4092-6.
14.
go back to reference Aoki M, Hirose K, Sato M, Akimoto H, Kawaguchi H, Hatayama Y, Fujioka I, Tanaka M, Ono S, Takai Y. Prognostic impact of average iodine density assessed by dual-energy spectral imaging for predicting lung tumor recurrence after stereotactic body radiotherapy. J Radiat Res. 2016. doi:10.1093/jrr/rrv100. Aoki M, Hirose K, Sato M, Akimoto H, Kawaguchi H, Hatayama Y, Fujioka I, Tanaka M, Ono S, Takai Y. Prognostic impact of average iodine density assessed by dual-energy spectral imaging for predicting lung tumor recurrence after stereotactic body radiotherapy. J Radiat Res. 2016. doi:10.​1093/​jrr/​rrv100.
15.
go back to reference Iwano S, Ito R, Umakoshi H, Ito S, Naganawa S. Evaluation of lung cancer by enhanced dual-energy CT: association between three-dimensional iodine concentration and tumour differentiation. Br J Radiol. 2015;88(1055):20150224.CrossRefPubMed Iwano S, Ito R, Umakoshi H, Ito S, Naganawa S. Evaluation of lung cancer by enhanced dual-energy CT: association between three-dimensional iodine concentration and tumour differentiation. Br J Radiol. 2015;88(1055):20150224.CrossRefPubMed
16.
go back to reference Al-Alao BS, Gately K, Nicholson S, McGovern E, Young VK, O’Byrne KJ. Prognostic impact of vascular and lymphovascular invasion in early lung cancer. Asian Cardiovasc Thorac Ann. 2014;22(1):55–64.CrossRefPubMed Al-Alao BS, Gately K, Nicholson S, McGovern E, Young VK, O’Byrne KJ. Prognostic impact of vascular and lymphovascular invasion in early lung cancer. Asian Cardiovasc Thorac Ann. 2014;22(1):55–64.CrossRefPubMed
17.
go back to reference Pechet TT, Carr SR, Collins JE, Cohn HE, Farber JL. Arterial invasion predicts early mortality in stage I non-small cell lung cancer. Ann Thorac Surg. 2004;78:1748–53.CrossRefPubMed Pechet TT, Carr SR, Collins JE, Cohn HE, Farber JL. Arterial invasion predicts early mortality in stage I non-small cell lung cancer. Ann Thorac Surg. 2004;78:1748–53.CrossRefPubMed
18.
go back to reference Poncelet AJ, Cornet J, Coulon C, Collard P, Noirhomme P, Weynand B. Intra-tumoral vascular or perineural invasion as prognostic factors for long-term survival in early stage non-small cell lung carcinoma. Eur J Cardiothorac Surg. 2008;33:799–804.CrossRefPubMed Poncelet AJ, Cornet J, Coulon C, Collard P, Noirhomme P, Weynand B. Intra-tumoral vascular or perineural invasion as prognostic factors for long-term survival in early stage non-small cell lung carcinoma. Eur J Cardiothorac Surg. 2008;33:799–804.CrossRefPubMed
19.
go back to reference Iwano S, Kishimoto M, Ito S, Kato K, Ito R, Naganawa S. Prediction of pathologic prognostic factors in patients with lung adenocarcinomas: comparison of thin-section computed tomography and positron emission tomography/computed tomography. Cancer Imaging. 2014;14:3. doi:10.1186/1470-7330-14-3.PubMedPubMedCentral Iwano S, Kishimoto M, Ito S, Kato K, Ito R, Naganawa S. Prediction of pathologic prognostic factors in patients with lung adenocarcinomas: comparison of thin-section computed tomography and positron emission tomography/computed tomography. Cancer Imaging. 2014;14:3. doi:10.​1186/​1470-7330-14-3.PubMedPubMedCentral
20.
go back to reference Ito R, Iwano S, Kishimoto M, Ito S, Kato K, Naganawa S. Correlation between FDG-PET/CT findings and solid type non-small cell cancer prognostic factors: are there differences between adenocarcinoma and squamous cell carcinoma? Ann Nucl Med. 2015;29(10):897–905.CrossRefPubMed Ito R, Iwano S, Kishimoto M, Ito S, Kato K, Naganawa S. Correlation between FDG-PET/CT findings and solid type non-small cell cancer prognostic factors: are there differences between adenocarcinoma and squamous cell carcinoma? Ann Nucl Med. 2015;29(10):897–905.CrossRefPubMed
22.
go back to reference Yoshida J, Ishii G, Hishida T, Aokage K, Tsuboi M, Ito H, et al. Limited resection trial for pulmonary ground-glass opacity nodules: case selection based on high-resolution computed tomography-interim results. Jpn J Clin Oncol. 2015;45(7):677–81.CrossRefPubMed Yoshida J, Ishii G, Hishida T, Aokage K, Tsuboi M, Ito H, et al. Limited resection trial for pulmonary ground-glass opacity nodules: case selection based on high-resolution computed tomography-interim results. Jpn J Clin Oncol. 2015;45(7):677–81.CrossRefPubMed
23.
go back to reference Ozeki N, Iwano S, Taniguchi T, Kawaguchi K, Fukui T, Ishiguro F, et al. Therapeutic surgery without a definitive diagnosis can be an option in selected patients with suspected lung cancer. Interact Cardiovasc Thorac Surg. 2014;19(5):830–7.CrossRefPubMed Ozeki N, Iwano S, Taniguchi T, Kawaguchi K, Fukui T, Ishiguro F, et al. Therapeutic surgery without a definitive diagnosis can be an option in selected patients with suspected lung cancer. Interact Cardiovasc Thorac Surg. 2014;19(5):830–7.CrossRefPubMed
24.
go back to reference Gould MK, Donington J, Lynch WR, Mazzone PJ, Midthun DE, Naidrich DP, et al. Evaluation of individuals with pulmonary nodules: when is it lung cancer? Diagnosis and management of lung cancer, 3rd ed: American College of Chest Physicians evidence-based clinical practice guidelines. Chest. 2013;143(5 Suppl):e93S–120.CrossRefPubMedPubMedCentral Gould MK, Donington J, Lynch WR, Mazzone PJ, Midthun DE, Naidrich DP, et al. Evaluation of individuals with pulmonary nodules: when is it lung cancer? Diagnosis and management of lung cancer, 3rd ed: American College of Chest Physicians evidence-based clinical practice guidelines. Chest. 2013;143(5 Suppl):e93S–120.CrossRefPubMedPubMedCentral
25.
go back to reference Wiener RS, Schwartz LM, Woloshin S, Welch HG. Population-based risk for complications after transthoracic needle lung biopsy of a pulmonary nodule: an analysis of discharge records. Ann Intern Med. 2011;155:137–44.CrossRefPubMedPubMedCentral Wiener RS, Schwartz LM, Woloshin S, Welch HG. Population-based risk for complications after transthoracic needle lung biopsy of a pulmonary nodule: an analysis of discharge records. Ann Intern Med. 2011;155:137–44.CrossRefPubMedPubMedCentral
26.
go back to reference Iwano S, Ito S, Tsuchiya K, Kato K, Naganawa S. What causes false-negative PET findings for solid-type lung cancer? Lung Cancer. 2013;79(2):132–6.CrossRefPubMed Iwano S, Ito S, Tsuchiya K, Kato K, Naganawa S. What causes false-negative PET findings for solid-type lung cancer? Lung Cancer. 2013;79(2):132–6.CrossRefPubMed
27.
go back to reference Suzawa N, Ito M, Qiao S, Uchida K, Takao M, Yamada T, et al. Assessment of factors influencing FDG uptake in non-small cell lung cancer on PET/CT by investigating histological differences in expression of glucose transporters 1 and 3 and tumour size. Lung Cancer. 2011;72(2):191–8.CrossRefPubMed Suzawa N, Ito M, Qiao S, Uchida K, Takao M, Yamada T, et al. Assessment of factors influencing FDG uptake in non-small cell lung cancer on PET/CT by investigating histological differences in expression of glucose transporters 1 and 3 and tumour size. Lung Cancer. 2011;72(2):191–8.CrossRefPubMed
28.
go back to reference Nomori H, Watanabe K, Ohtsuka T, Naruke T, Suemasu K, Uno K. Evaluation of F-18 fluorodeoxyglucose (FDG) PET scanning for pulmonary nodules less than 3 cm in diameter, with special reference to the CT images. Lung Cancer. 2004;45(1):19–27.CrossRefPubMed Nomori H, Watanabe K, Ohtsuka T, Naruke T, Suemasu K, Uno K. Evaluation of F-18 fluorodeoxyglucose (FDG) PET scanning for pulmonary nodules less than 3 cm in diameter, with special reference to the CT images. Lung Cancer. 2004;45(1):19–27.CrossRefPubMed
29.
go back to reference Asamura H, Hishida T, Suzuki K, Koike T, Nakamura K, Kusumoto M, et al. Radiographically determined noninvasive adenocarcinoma of the lung: survival outcomes of Japan Clinical Oncology Group 0201. J Thorac Cardiovasc Surg. 2013;146(1):24–30.CrossRefPubMed Asamura H, Hishida T, Suzuki K, Koike T, Nakamura K, Kusumoto M, et al. Radiographically determined noninvasive adenocarcinoma of the lung: survival outcomes of Japan Clinical Oncology Group 0201. J Thorac Cardiovasc Surg. 2013;146(1):24–30.CrossRefPubMed
30.
go back to reference Ohde Y, Nagai K, Yoshida J, Nishimura M, Takahashi K, Suzuki K, et al. The proportion of consolidation to ground-glass opacity on high resolution CT is a good predictor for distinguishing the population of non-invasive peripheral adenocarcinoma. Lung Cancer. 2003;42(3):303–10.CrossRefPubMed Ohde Y, Nagai K, Yoshida J, Nishimura M, Takahashi K, Suzuki K, et al. The proportion of consolidation to ground-glass opacity on high resolution CT is a good predictor for distinguishing the population of non-invasive peripheral adenocarcinoma. Lung Cancer. 2003;42(3):303–10.CrossRefPubMed
31.
go back to reference Muto J, Hida Y, Kaga K, Ohtaka K, Okamoto S, Tamaki N, et al. Use of maximum standardized uptake value on fluorodeoxyglucose positron-emission tomography in predicting lymph node involvement in patients with primary non-small cell lung cancer. Anticancer Res. 2014;34(2):805–10.PubMed Muto J, Hida Y, Kaga K, Ohtaka K, Okamoto S, Tamaki N, et al. Use of maximum standardized uptake value on fluorodeoxyglucose positron-emission tomography in predicting lymph node involvement in patients with primary non-small cell lung cancer. Anticancer Res. 2014;34(2):805–10.PubMed
32.
go back to reference Li M, Sun Y, Liu Y, Han A, Zhao S, Ma L, et al. Relationship between primary lesion FDG uptake and clinical stage at PET-CT for non-small cell lung cancer patients: An observation. Lung Cancer. 2010;68(3):394–7.CrossRefPubMed Li M, Sun Y, Liu Y, Han A, Zhao S, Ma L, et al. Relationship between primary lesion FDG uptake and clinical stage at PET-CT for non-small cell lung cancer patients: An observation. Lung Cancer. 2010;68(3):394–7.CrossRefPubMed
Metadata
Title
Evaluation of locoregional invasiveness of small-sized non-small cell lung cancers by enhanced dual-energy computed tomography
Authors
Hironori Shimamoto
Shingo Iwano
Hiroyasu Umakoshi
Koji Kawaguchi
Shinji Naganawa
Publication date
01-12-2016
Publisher
BioMed Central
Published in
Cancer Imaging / Issue 1/2016
Electronic ISSN: 1470-7330
DOI
https://doi.org/10.1186/s40644-016-0077-1

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