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Erschienen in: European Radiology 3/2019

25.09.2018 | Chest

Differentiating between malignant and benign solid solitary pulmonary lesions: are intravoxel incoherent motion and diffusion kurtosis imaging superior to conventional diffusion-weighted imaging?

verfasst von: Qi Wan, Ying-shi Deng, Qiang Lei, Ying-ying Bao, Yu-ze Wang, Jia-xuan Zhou, Qiao Zou, Xin-chun Li

Erschienen in: European Radiology | Ausgabe 3/2019

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Abstract

Objective

To quantitatively compare the diagnostic values of various diffusion parameters obtained from mono- and biexponential diffusion-weighted imaging (DWI) models and diffusion kurtosis imaging (DKI) in differentiating between benign and malignant solitary pulmonary lesions (SPLs).

Methods

Multiple b-value DWIs and DKIs were performed in 89 patients with SPL by using a 3-T magnetic resonance (MR) imaging unit. The apparent diffusion coefficient (ADC) of various b-value sets, true diffusivity (D), pseudo-diffusion coefficient (D*), perfusion fraction (f), apparent diffusional kurtosis (Kapp), and kurtosis-corrected diffusion coefficient (Dapp) were calculated and compared between the malignant and benign groups using a Mann-Whitney U test. Receiver-operating characteristic analysis was performed for all parameters.

Result

The ADC(0, 150) values of malignant tumors were lower than those of the benign group (p = 0.01). The ADC(0, 300), ADC(0, 500), ADC(0, 600), ADC(0, 800), ADC(0, 1000), ADCtotal, D, and Dapp of malignant tumors were significantly lower than those of benign lesions (all p < 0.001). D*, f, and Kapp showed no statistically significant differences between the two groups. ADCtotal showed the highest area under the curve (AUC = 0.862), followed by ADC(0, 800)(AUC = 0.844), ADC(0, 600)(AUC = 0.843), D(AUC = 0.834), ADC(0, 1000)(AUC = 0.834) and ADC(0, 500)(AUC = 0.824), Dapp(AUC = 0.796), and ADC(0, 300) (AUC = 0.773). However, the difference in diagnostic efficacy among these parameters was not statistically significant (p > 0.05).

Conclusion

Intravoxel incoherent motion (IVIM) and DKI-derived parameters have similar performance compared with conventional ADC in differentiating SPLs.

Key Points

• Mono- and biexponential DWI and DKI are feasible for differentiating SPLs.
• ADC (0, ≥500) has better performance than ADC (0, <500) in assessing SPLs.
• IVIM and DKI have similar performance compared with conventional DWI in differentiating SPLs.
Literatur
1.
3.
Zurück zum Zitat Ohno Y, Koyama H, Onishi Y et al (2008) Non-small cell lung cancer: whole-body MR examination for M-stage assessment--utility for whole-body diffusion-weighted imaging compared with integrated FDG PET/CT. Radiology 248:643–654CrossRefPubMed Ohno Y, Koyama H, Onishi Y et al (2008) Non-small cell lung cancer: whole-body MR examination for M-stage assessment--utility for whole-body diffusion-weighted imaging compared with integrated FDG PET/CT. Radiology 248:643–654CrossRefPubMed
4.
Zurück zum Zitat Mori T, Nomori H, Ikeda K et al (2008) Diffusion-weighted magnetic resonance imaging for diagnosing malignant pulmonary nodules/masses: comparison with positron emission tomography. J Thorac Oncol 3:358–364CrossRefPubMed Mori T, Nomori H, Ikeda K et al (2008) Diffusion-weighted magnetic resonance imaging for diagnosing malignant pulmonary nodules/masses: comparison with positron emission tomography. J Thorac Oncol 3:358–364CrossRefPubMed
5.
Zurück zum Zitat Cakmak V, Ufuk F, Karabulut N (2017) Diffusion-weighted MRI of pulmonary lesions: Comparison of apparent diffusion coefficient and lesion-to-spinal cord signal intensity ratio in lesion characterization. J Magn Reson Imaging 45:845–854CrossRefPubMed Cakmak V, Ufuk F, Karabulut N (2017) Diffusion-weighted MRI of pulmonary lesions: Comparison of apparent diffusion coefficient and lesion-to-spinal cord signal intensity ratio in lesion characterization. J Magn Reson Imaging 45:845–854CrossRefPubMed
6.
Zurück zum Zitat Koyama H, Ohno Y, Seki S et al (2015) Value of diffusion-weighted MR imaging using various parameters for assessment and characterization of solitary pulmonary nodules. Eur J Radiol 84:509–515CrossRefPubMed Koyama H, Ohno Y, Seki S et al (2015) Value of diffusion-weighted MR imaging using various parameters for assessment and characterization of solitary pulmonary nodules. Eur J Radiol 84:509–515CrossRefPubMed
7.
Zurück zum Zitat Koşucu P, Tekinbaş C, Erol M et al (2009) Mediastinal lymph nodes: assessment with diffusion-weighted MR imaging. J Magn Reson Imaging 30:292–297 Koşucu P, Tekinbaş C, Erol M et al (2009) Mediastinal lymph nodes: assessment with diffusion-weighted MR imaging. J Magn Reson Imaging 30:292–297
8.
Zurück zum Zitat Le Bihan D, Turner R (1992) The capillary network: a link between IVIM and classical perfusion. Magn Reson Med 27:171–178CrossRefPubMed Le Bihan D, Turner R (1992) The capillary network: a link between IVIM and classical perfusion. Magn Reson Med 27:171–178CrossRefPubMed
9.
Zurück zum Zitat Wan Q, Deng YS, Zhou JX et al (2017) Intravoxel incoherent motion diffusion-weighted MR imaging in assessing and characterizing solitary pulmonary lesions. Sci Rep 7:43257CrossRefPubMedPubMedCentral Wan Q, Deng YS, Zhou JX et al (2017) Intravoxel incoherent motion diffusion-weighted MR imaging in assessing and characterizing solitary pulmonary lesions. Sci Rep 7:43257CrossRefPubMedPubMedCentral
10.
Zurück zum Zitat Yuan J, Yeung DK, Mok GS et al (2014) Non-Gaussian analysis of diffusion weighted imaging in head and neck at 3T: a pilot study in patients with nasopharyngeal carcinoma. PLoS One 9:e87024CrossRefPubMedPubMedCentral Yuan J, Yeung DK, Mok GS et al (2014) Non-Gaussian analysis of diffusion weighted imaging in head and neck at 3T: a pilot study in patients with nasopharyngeal carcinoma. PLoS One 9:e87024CrossRefPubMedPubMedCentral
11.
Zurück zum Zitat Marzi S, Stefanetti L, Sperati F, Anelli V (2016) Relationship between diffusion parameters derived from intravoxel incoherent motion MRI and perfusion measured by dynamic contrast-enhanced MRI of soft tissue tumors. NMR Biomed 29:6–14CrossRefPubMed Marzi S, Stefanetti L, Sperati F, Anelli V (2016) Relationship between diffusion parameters derived from intravoxel incoherent motion MRI and perfusion measured by dynamic contrast-enhanced MRI of soft tissue tumors. NMR Biomed 29:6–14CrossRefPubMed
12.
Zurück zum Zitat Sumi M, Van Cauteren M, Sumi T, Obara M, Ichikawa Y, Nakamura T (2012) Salivary gland tumors: use of intravoxel incoherent motion MR imaging for assessment of diffusion and perfusion for the differentiation of benign from malignant tumors. Radiology 263:770–777CrossRefPubMed Sumi M, Van Cauteren M, Sumi T, Obara M, Ichikawa Y, Nakamura T (2012) Salivary gland tumors: use of intravoxel incoherent motion MR imaging for assessment of diffusion and perfusion for the differentiation of benign from malignant tumors. Radiology 263:770–777CrossRefPubMed
13.
Zurück zum Zitat Rosenkrantz AB, Padhani AR, Chenevert TL et al (2015) Body diffusion kurtosis imaging: Basic principles, applications, and considerations for clinical practice. J Magn Reson Imaging 42:1190–1202CrossRefPubMed Rosenkrantz AB, Padhani AR, Chenevert TL et al (2015) Body diffusion kurtosis imaging: Basic principles, applications, and considerations for clinical practice. J Magn Reson Imaging 42:1190–1202CrossRefPubMed
14.
Zurück zum Zitat Deng Y, Li X, Lei Y, Liang C, Liu Z (2016) Use of diffusion-weighted magnetic resonance imaging to distinguish between lung cancer and focal inflammatory lesions: a comparison of intravoxel incoherent motion derived parameters and apparent diffusion coefficient. Acta Radiol 57:1310–1317CrossRefPubMed Deng Y, Li X, Lei Y, Liang C, Liu Z (2016) Use of diffusion-weighted magnetic resonance imaging to distinguish between lung cancer and focal inflammatory lesions: a comparison of intravoxel incoherent motion derived parameters and apparent diffusion coefficient. Acta Radiol 57:1310–1317CrossRefPubMed
15.
Zurück zum Zitat Lin M, Yu X, Chen Y et al (2017) Contribution of mono-exponential, bi-exponential and stretched exponential model-based diffusion-weighted MR imaging in the diagnosis and differentiation of uterine cervical carcinoma. Eur Radiol 27:2400–2410CrossRefPubMed Lin M, Yu X, Chen Y et al (2017) Contribution of mono-exponential, bi-exponential and stretched exponential model-based diffusion-weighted MR imaging in the diagnosis and differentiation of uterine cervical carcinoma. Eur Radiol 27:2400–2410CrossRefPubMed
16.
Zurück zum Zitat Le Bihan D, Breton E, Lallemand D, Aubin ML, Vignaud J, Laval-Jeantet M (1988) Separation of diffusion and perfusion in intravoxel incoherent motion MR imaging. Radiology 168:497–505CrossRefPubMed Le Bihan D, Breton E, Lallemand D, Aubin ML, Vignaud J, Laval-Jeantet M (1988) Separation of diffusion and perfusion in intravoxel incoherent motion MR imaging. Radiology 168:497–505CrossRefPubMed
17.
Zurück zum Zitat Jensen JH, Helpern JA, Ramani A, Lu H, Kaczynski K (2005) Diffusional kurtosis imaging: the quantification of non-gaussian water diffusion by means of magnetic resonance imaging. Magn Reson Med 53:1432–1440CrossRefPubMed Jensen JH, Helpern JA, Ramani A, Lu H, Kaczynski K (2005) Diffusional kurtosis imaging: the quantification of non-gaussian water diffusion by means of magnetic resonance imaging. Magn Reson Med 53:1432–1440CrossRefPubMed
19.
Zurück zum Zitat Regier M, Schwarz D, Henes FO et al (2011) Diffusion-weighted MR-imaging for the detection of pulmonary nodules at 1.5 Tesla: intraindividual comparison with multidetector computed tomography. J Med Imaging Radiat Oncol 55:266–274CrossRefPubMed Regier M, Schwarz D, Henes FO et al (2011) Diffusion-weighted MR-imaging for the detection of pulmonary nodules at 1.5 Tesla: intraindividual comparison with multidetector computed tomography. J Med Imaging Radiat Oncol 55:266–274CrossRefPubMed
20.
Zurück zum Zitat Shen G, Jia Z, Deng H (2016) Apparent diffusion coefficient values of diffusion-weighted imaging for distinguishing focal pulmonary lesions and characterizing the subtype of lung cancer: a meta-analysis. Eur Radiol 26:556–566CrossRefPubMed Shen G, Jia Z, Deng H (2016) Apparent diffusion coefficient values of diffusion-weighted imaging for distinguishing focal pulmonary lesions and characterizing the subtype of lung cancer: a meta-analysis. Eur Radiol 26:556–566CrossRefPubMed
21.
Zurück zum Zitat Cui L, Yin JB, Hu CH, Gong SC, Xu JF, Yang JS (2016) Inter- and intraobserver agreement of ADC measurements of lung cancer in free breathing, breath-hold and respiratory triggered diffusion-weighted MRI. Clin Imaging 40:892–896CrossRefPubMed Cui L, Yin JB, Hu CH, Gong SC, Xu JF, Yang JS (2016) Inter- and intraobserver agreement of ADC measurements of lung cancer in free breathing, breath-hold and respiratory triggered diffusion-weighted MRI. Clin Imaging 40:892–896CrossRefPubMed
22.
Zurück zum Zitat Uto T, Takehara Y, Nakamura Y et al (2009) Higher sensitivity and specificity for diffusion-weighted imaging of malignant lung lesions without apparent diffusion coefficient quantification. Radiology 252:247–254CrossRefPubMed Uto T, Takehara Y, Nakamura Y et al (2009) Higher sensitivity and specificity for diffusion-weighted imaging of malignant lung lesions without apparent diffusion coefficient quantification. Radiology 252:247–254CrossRefPubMed
23.
Zurück zum Zitat Yuan M, Zhang YD, Zhu C et al (2016) Comparison of intravoxel incoherent motion diffusion-weighted MR imaging with dynamic contrast-enhanced MRI for differentiating lung cancer from benign solitary pulmonary lesions. J Magn Reson Imaging 43:669–679CrossRefPubMed Yuan M, Zhang YD, Zhu C et al (2016) Comparison of intravoxel incoherent motion diffusion-weighted MR imaging with dynamic contrast-enhanced MRI for differentiating lung cancer from benign solitary pulmonary lesions. J Magn Reson Imaging 43:669–679CrossRefPubMed
24.
Zurück zum Zitat Das SK, Yang DJ, Wang JL, Zhang C, Yang HF (2017) Non-Gaussian diffusion imaging for malignant and benign pulmonary nodule differentiation: a preliminary study. Acta Radiol 58:19–26CrossRefPubMed Das SK, Yang DJ, Wang JL, Zhang C, Yang HF (2017) Non-Gaussian diffusion imaging for malignant and benign pulmonary nodule differentiation: a preliminary study. Acta Radiol 58:19–26CrossRefPubMed
25.
Zurück zum Zitat Wang S, Peterson DJ, Wang Y et al (2017) Empirical comparison of diffusion kurtosis imaging and diffusion basis spectrum imaging using the same acquisition in healthy young adults. Front Neurol 8:118PubMedPubMedCentral Wang S, Peterson DJ, Wang Y et al (2017) Empirical comparison of diffusion kurtosis imaging and diffusion basis spectrum imaging using the same acquisition in healthy young adults. Front Neurol 8:118PubMedPubMedCentral
26.
Zurück zum Zitat Eichner C, Setsompop K, Koopmans PJ et al (2014) Slice accelerated diffusion-weighted imaging at ultra-high field strength. Magn Reson Med 71:1518–1525CrossRefPubMed Eichner C, Setsompop K, Koopmans PJ et al (2014) Slice accelerated diffusion-weighted imaging at ultra-high field strength. Magn Reson Med 71:1518–1525CrossRefPubMed
Metadaten
Titel
Differentiating between malignant and benign solid solitary pulmonary lesions: are intravoxel incoherent motion and diffusion kurtosis imaging superior to conventional diffusion-weighted imaging?
verfasst von
Qi Wan
Ying-shi Deng
Qiang Lei
Ying-ying Bao
Yu-ze Wang
Jia-xuan Zhou
Qiao Zou
Xin-chun Li
Publikationsdatum
25.09.2018
Verlag
Springer Berlin Heidelberg
Erschienen in
European Radiology / Ausgabe 3/2019
Print ISSN: 0938-7994
Elektronische ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-018-5714-6

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