Skip to main content
Top
Published in: European Journal of Nuclear Medicine and Molecular Imaging 2/2016

Open Access 01-02-2016 | Original Article

Multiparametric imaging of patient and tumour heterogeneity in non-small-cell lung cancer: quantification of tumour hypoxia, metabolism and perfusion

Authors: Wouter van Elmpt, Catharina M. L. Zegers, Bart Reymen, Aniek J. G. Even, Anne-Marie C. Dingemans, Michel Oellers, Joachim E. Wildberger, Felix M. Mottaghy, Marco Das, Esther G. C. Troost, Philippe Lambin

Published in: European Journal of Nuclear Medicine and Molecular Imaging | Issue 2/2016

Login to get access

Abstract

Purpose

Multiple imaging techniques are nowadays available for clinical in-vivo visualization of tumour biology. FDG PET/CT identifies increased tumour metabolism, hypoxia PET visualizes tumour oxygenation and dynamic contrast-enhanced (DCE) CT characterizes vasculature and morphology. We explored the relationships among these biological features in patients with non-small-cell lung cancer (NSCLC) at both the patient level and the tumour subvolume level.

Methods

A group of 14 NSCLC patients from two ongoing clinical trials (NCT01024829 and NCT01210378) were scanned using FDG PET/CT, HX4 PET/CT and DCE CT prior to chemoradiotherapy. Standardized uptake values (SUV) in the primary tumour were calculated for the FDG and hypoxia HX4 PET/CT scans. For hypoxia imaging, the hypoxic volume, fraction and tumour-to-blood ratio (TBR) were also defined. Blood flow and blood volume were obtained from DCE CT imaging. A tumour subvolume analysis was used to quantify the spatial overlap between subvolumes.

Results

At the patient level, negative correlations were observed between blood flow and the hypoxia parameters (TBR >1.2): hypoxic volume (−0.65, p = 0.014), hypoxic fraction (−0.60, p = 0.025) and TBR (−0.56, p = 0.042). At the tumour subvolume level, hypoxic and metabolically active subvolumes showed an overlap of 53 ± 36 %. Overlap between hypoxic sub-volumes and those with high blood flow and blood volume was smaller: 15 ± 17 % and 28 ± 28 %, respectively. Half of the patients showed a spatial mismatch (overlap <5 %) between increased blood flow and hypoxia.

Conclusion

The biological imaging features defined in NSCLC tumours showed large interpatient and intratumour variability. There was overlap between hypoxic and metabolically active subvolumes in the majority of tumours, there was spatial mismatch between regions with high blood flow and those with increased hypoxia.
Appendix
Available only for authorised users
Literature
1.
go back to reference Lambin P, Petit SF, Aerts HJ, van Elmpt WJ, Oberije CJ, Starmans MH, et al. The ESTRO Breur Lecture 2009. From population to voxel-based radiotherapy: exploiting intra-tumour and intra-organ heterogeneity for advanced treatment of non-small cell lung cancer. Radiother Oncol. 2010;96:145–52. doi:10.1016/j.radonc.2010.07.001.PubMedCrossRef Lambin P, Petit SF, Aerts HJ, van Elmpt WJ, Oberije CJ, Starmans MH, et al. The ESTRO Breur Lecture 2009. From population to voxel-based radiotherapy: exploiting intra-tumour and intra-organ heterogeneity for advanced treatment of non-small cell lung cancer. Radiother Oncol. 2010;96:145–52. doi:10.​1016/​j.​radonc.​2010.​07.​001.PubMedCrossRef
7.
go back to reference Rijken PF, Bernsen HJ, Peters JP, Hodgkiss RJ, Raleigh JA, van der Kogel AJ. Spatial relationship between hypoxia and the (perfused) vascular network in a human glioma xenograft: a quantitative multi-parameter analysis. Int J Radiat Oncol Biol Phys. 2000;48:571–82.PubMedCrossRef Rijken PF, Bernsen HJ, Peters JP, Hodgkiss RJ, Raleigh JA, van der Kogel AJ. Spatial relationship between hypoxia and the (perfused) vascular network in a human glioma xenograft: a quantitative multi-parameter analysis. Int J Radiat Oncol Biol Phys. 2000;48:571–82.PubMedCrossRef
8.
go back to reference Usmanij EA, de Geus-Oei LF, Troost EG, Peters-Bax L, van der Heijden EH, Kaanders JH, et al. 18F-FDG PET early response evaluation of locally advanced non-small cell lung cancer treated with concomitant chemoradiotherapy. J Nucl Med. 2013;54:1528–34. doi:10.2967/jnumed.112.116921.PubMedCrossRef Usmanij EA, de Geus-Oei LF, Troost EG, Peters-Bax L, van der Heijden EH, Kaanders JH, et al. 18F-FDG PET early response evaluation of locally advanced non-small cell lung cancer treated with concomitant chemoradiotherapy. J Nucl Med. 2013;54:1528–34. doi:10.​2967/​jnumed.​112.​116921.PubMedCrossRef
11.
go back to reference Peeters SG, Zegers CM, Lieuwes NG, van Elmpt W, Eriksson J, van Dongen GA, et al. A comparative study of the hypoxia PET tracers [(18)F]HX4, [(18)F]FAZA, and [(18)F]FMISO in a preclinical tumor model. Int J Radiat Oncol Biol Phys. 2015;91:351–9. doi:10.1016/j.ijrobp.2014.09.045.PubMedCrossRef Peeters SG, Zegers CM, Lieuwes NG, van Elmpt W, Eriksson J, van Dongen GA, et al. A comparative study of the hypoxia PET tracers [(18)F]HX4, [(18)F]FAZA, and [(18)F]FMISO in a preclinical tumor model. Int J Radiat Oncol Biol Phys. 2015;91:351–9. doi:10.​1016/​j.​ijrobp.​2014.​09.​045.PubMedCrossRef
12.
go back to reference Peeters SG, Zegers CM, Yaromina A, van Elmpt W, Dubois L, Lambin P. Current pre-clinical and clinical applications of hypoxia PET imaging using 2-nitroimidazoles. Q J Nucl Med Mol Imaging. 2015;59:39–57. Peeters SG, Zegers CM, Yaromina A, van Elmpt W, Dubois L, Lambin P. Current pre-clinical and clinical applications of hypoxia PET imaging using 2-nitroimidazoles. Q J Nucl Med Mol Imaging. 2015;59:39–57.
14.
go back to reference Chang YC, Yu CJ, Chen CM, Hu FC, Hsu HH, Tseng WY, et al. Dynamic contrast-enhanced MRI in advanced nonsmall-cell lung cancer patients treated with first-line bevacizumab, gemcitabine, and cisplatin. J Magn Reson Imaging. 2012;36:387–96. doi:10.1002/jmri.23660.PubMedCrossRef Chang YC, Yu CJ, Chen CM, Hu FC, Hsu HH, Tseng WY, et al. Dynamic contrast-enhanced MRI in advanced nonsmall-cell lung cancer patients treated with first-line bevacizumab, gemcitabine, and cisplatin. J Magn Reson Imaging. 2012;36:387–96. doi:10.​1002/​jmri.​23660.PubMedCrossRef
19.
go back to reference Meijer G, Steenhuijsen J, Bal M, De Jaeger K, Schuring D, Theuws J. Dose painting by contours versus dose painting by numbers for stage II/III lung cancer: practical implications of using a broad or sharp brush. Radiother Oncol. 2011;100:396–401. doi:10.1016/j.radonc.2011.08.048.PubMedCrossRef Meijer G, Steenhuijsen J, Bal M, De Jaeger K, Schuring D, Theuws J. Dose painting by contours versus dose painting by numbers for stage II/III lung cancer: practical implications of using a broad or sharp brush. Radiother Oncol. 2011;100:396–401. doi:10.​1016/​j.​radonc.​2011.​08.​048.PubMedCrossRef
20.
go back to reference Even AJ, van der Stoep J, Zegers CM, Reymen B, Troost EG, Lambin P, et al. PET-based dose painting in non-small cell lung cancer: comparing uniform dose escalation with boosting hypoxic and metabolically active sub-volumes. Radiother Oncol. 2015. doi:10.1016/j.radonc.2015.07.013.PubMed Even AJ, van der Stoep J, Zegers CM, Reymen B, Troost EG, Lambin P, et al. PET-based dose painting in non-small cell lung cancer: comparing uniform dose escalation with boosting hypoxic and metabolically active sub-volumes. Radiother Oncol. 2015. doi:10.​1016/​j.​radonc.​2015.​07.​013.PubMed
24.
go back to reference Miles KA, Lee TY, Goh V, Klotz E, Cuenod C, Bisdas S, et al. Current status and guidelines for the assessment of tumour vascular support with dynamic contrast-enhanced computed tomography. Eur Radiol. 2012;22:1430–41. doi:10.1007/s00330-012-2379-4.PubMedCrossRef Miles KA, Lee TY, Goh V, Klotz E, Cuenod C, Bisdas S, et al. Current status and guidelines for the assessment of tumour vascular support with dynamic contrast-enhanced computed tomography. Eur Radiol. 2012;22:1430–41. doi:10.​1007/​s00330-012-2379-4.PubMedCrossRef
27.
go back to reference Janssens G, de Xivry JO, Fekkes S, Dekker A, Macq B, Lambin P, et al. Evaluation of nonrigid registration models for interfraction dose accumulation in radiotherapy. Med Phys. 2009;36:4268–76.PubMedCrossRef Janssens G, de Xivry JO, Fekkes S, Dekker A, Macq B, Lambin P, et al. Evaluation of nonrigid registration models for interfraction dose accumulation in radiotherapy. Med Phys. 2009;36:4268–76.PubMedCrossRef
28.
go back to reference Spijkerman J, Fontanarosa D, Das M, Van Elmpt W. Validation of nonrigid registration in pretreatment and follow-up PET/CT scans for quantification of tumor residue in lung cancer patients. J Appl Clin Med Phys. 2014;15:4847. doi:10.1120/jacmp.v15i4.4847.PubMed Spijkerman J, Fontanarosa D, Das M, Van Elmpt W. Validation of nonrigid registration in pretreatment and follow-up PET/CT scans for quantification of tumor residue in lung cancer patients. J Appl Clin Med Phys. 2014;15:4847. doi:10.​1120/​jacmp.​v15i4.​4847.PubMed
29.
30.
go back to reference Huellner MW, Collen TD, Gut P, Winterhalder R, Pauli C, Diebold J, et al. Multiparametric PET/CT-perfusion does not add significant additional information for initial staging in lung cancer compared with standard PET/CT. EJNMMI Res. 2014;4:6. doi:10.1186/2191-219X-4-6.PubMedPubMedCentralCrossRef Huellner MW, Collen TD, Gut P, Winterhalder R, Pauli C, Diebold J, et al. Multiparametric PET/CT-perfusion does not add significant additional information for initial staging in lung cancer compared with standard PET/CT. EJNMMI Res. 2014;4:6. doi:10.​1186/​2191-219X-4-6.PubMedPubMedCentralCrossRef
31.
go back to reference Gronroos TJ, Lehtio K, Soderstrom KO, Kronqvist P, Laine J, Eskola O, et al. Hypoxia, blood flow and metabolism in squamous-cell carcinoma of the head and neck: correlations between multiple immunohistochemical parameters and PET. BMC Cancer. 2014;14:876. doi:10.1186/1471-2407-14-876.PubMedPubMedCentralCrossRef Gronroos TJ, Lehtio K, Soderstrom KO, Kronqvist P, Laine J, Eskola O, et al. Hypoxia, blood flow and metabolism in squamous-cell carcinoma of the head and neck: correlations between multiple immunohistochemical parameters and PET. BMC Cancer. 2014;14:876. doi:10.​1186/​1471-2407-14-876.PubMedPubMedCentralCrossRef
33.
34.
go back to reference Sudarski S, Shi J, Schmid-Bindert G, Manegold C, Pilz LR, Zhou C, et al. Dynamic volume perfusion CT parameters versus RECIST for the prediction of outcome in lung cancer patients treated with conventional chemotherapy. J Thorac Oncol. 2015;10:164–71. doi:10.1097/JTO.0000000000000376.PubMedCrossRef Sudarski S, Shi J, Schmid-Bindert G, Manegold C, Pilz LR, Zhou C, et al. Dynamic volume perfusion CT parameters versus RECIST for the prediction of outcome in lung cancer patients treated with conventional chemotherapy. J Thorac Oncol. 2015;10:164–71. doi:10.​1097/​JTO.​0000000000000376​.PubMedCrossRef
38.
40.
41.
go back to reference Sauter AW, Spira D, Schulze M, Pfannenberg C, Hetzel J, Reimold M, et al. Correlation between [18F]FDG PET/CT and volume perfusion CT in primary tumours and mediastinal lymph nodes of non-small-cell lung cancer. Eur J Nucl Med Mol Imaging. 2013;40:677–84. doi:10.1007/s00259-012-2318-2.PubMedCrossRef Sauter AW, Spira D, Schulze M, Pfannenberg C, Hetzel J, Reimold M, et al. Correlation between [18F]FDG PET/CT and volume perfusion CT in primary tumours and mediastinal lymph nodes of non-small-cell lung cancer. Eur J Nucl Med Mol Imaging. 2013;40:677–84. doi:10.​1007/​s00259-012-2318-2.PubMedCrossRef
43.
go back to reference Schuurbiers OC, Meijer TW, Kaanders JH, Looijen-Salamon MG, de Geus-Oei LF, van der Drift MA, et al. Glucose metabolism in NSCLC is histology-specific and diverges the prognostic potential of 18FDG-PET for adenocarcinoma and squamous cell carcinoma. J Thorac Oncol. 2014;9:1485–93. doi:10.1097/JTO.0000000000000286.PubMedCrossRef Schuurbiers OC, Meijer TW, Kaanders JH, Looijen-Salamon MG, de Geus-Oei LF, van der Drift MA, et al. Glucose metabolism in NSCLC is histology-specific and diverges the prognostic potential of 18FDG-PET for adenocarcinoma and squamous cell carcinoma. J Thorac Oncol. 2014;9:1485–93. doi:10.​1097/​JTO.​0000000000000286​.PubMedCrossRef
44.
go back to reference Zips D, Zophel K, Abolmaali N, Perrin R, Abramyuk A, Haase R, et al. Exploratory prospective trial of hypoxia-specific PET imaging during radiochemotherapy in patients with locally advanced head-and-neck cancer. Radiother Oncol. 2012;105:21–8. doi:10.1016/j.radonc.2012.08.019.PubMedCrossRef Zips D, Zophel K, Abolmaali N, Perrin R, Abramyuk A, Haase R, et al. Exploratory prospective trial of hypoxia-specific PET imaging during radiochemotherapy in patients with locally advanced head-and-neck cancer. Radiother Oncol. 2012;105:21–8. doi:10.​1016/​j.​radonc.​2012.​08.​019.PubMedCrossRef
46.
go back to reference Koh WJ, Bergman KS, Rasey JS, Peterson LM, Evans ML, Graham MM, et al. Evaluation of oxygenation status during fractionated radiotherapy in human nonsmall cell lung cancers using [F-18]fluoromisonidazole positron emission tomography. Int J Radiat Oncol Biol Phys. 1995;33:391–8. doi:10.1016/0360-3016(95)00170-4.PubMedCrossRef Koh WJ, Bergman KS, Rasey JS, Peterson LM, Evans ML, Graham MM, et al. Evaluation of oxygenation status during fractionated radiotherapy in human nonsmall cell lung cancers using [F-18]fluoromisonidazole positron emission tomography. Int J Radiat Oncol Biol Phys. 1995;33:391–8. doi:10.​1016/​0360-3016(95)00170-4.PubMedCrossRef
47.
go back to reference Zegers CM, van Elmpt W, Szardenings K, Kolb H, Waxman A, Subramaniam RM, et al. Repeatability of hypoxia PET imaging using [F]HX4 in lung and head and neck cancer patients: a prospective multicenter trial. Eur J Nucl Med Mol Imaging. 2015. doi:10.1007/s00259-015-3100-z.PubMedCentral Zegers CM, van Elmpt W, Szardenings K, Kolb H, Waxman A, Subramaniam RM, et al. Repeatability of hypoxia PET imaging using [F]HX4 in lung and head and neck cancer patients: a prospective multicenter trial. Eur J Nucl Med Mol Imaging. 2015. doi:10.​1007/​s00259-015-3100-z.PubMedCentral
48.
go back to reference Bollineni VR, Kerner GS, Pruim J, Steenbakkers RJ, Wiegman EM, Koole MJ, et al. PET imaging of tumor hypoxia using 18F-fluoroazomycin arabinoside in stage III-IV non-small cell lung cancer patients. J Nucl Med. 2013;54:1175–80. doi:10.2967/jnumed.112.115014.PubMedCrossRef Bollineni VR, Kerner GS, Pruim J, Steenbakkers RJ, Wiegman EM, Koole MJ, et al. PET imaging of tumor hypoxia using 18F-fluoroazomycin arabinoside in stage III-IV non-small cell lung cancer patients. J Nucl Med. 2013;54:1175–80. doi:10.​2967/​jnumed.​112.​115014.PubMedCrossRef
49.
go back to reference Klaassen R, Bennink RJ, van Tienhoven G, Bijlsma MF, Besselink MG, van Berge Henegouwen MI, et al. Feasibility and repeatability of PET with the hypoxia tracer [F]HX4 in oesophageal and pancreatic cancer. Radiother Oncol. 2015;116:94–99. doi:10.1016/j.radonc.2015.05.009. Klaassen R, Bennink RJ, van Tienhoven G, Bijlsma MF, Besselink MG, van Berge Henegouwen MI, et al. Feasibility and repeatability of PET with the hypoxia tracer [F]HX4 in oesophageal and pancreatic cancer. Radiother Oncol. 2015;116:94–99. doi:10.​1016/​j.​radonc.​2015.​05.​009.
Metadata
Title
Multiparametric imaging of patient and tumour heterogeneity in non-small-cell lung cancer: quantification of tumour hypoxia, metabolism and perfusion
Authors
Wouter van Elmpt
Catharina M. L. Zegers
Bart Reymen
Aniek J. G. Even
Anne-Marie C. Dingemans
Michel Oellers
Joachim E. Wildberger
Felix M. Mottaghy
Marco Das
Esther G. C. Troost
Philippe Lambin
Publication date
01-02-2016
Publisher
Springer Berlin Heidelberg
Published in
European Journal of Nuclear Medicine and Molecular Imaging / Issue 2/2016
Print ISSN: 1619-7070
Electronic ISSN: 1619-7089
DOI
https://doi.org/10.1007/s00259-015-3169-4

Other articles of this Issue 2/2016

European Journal of Nuclear Medicine and Molecular Imaging 2/2016 Go to the issue