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Published in: European Radiology 4/2017

01-04-2017 | Magnetic Resonance

Limited accuracy of DCE-MRI in identification of pathological complete responders after chemoradiotherapy treatment for rectal cancer

Authors: Marc J. Gollub, Tong Tong, Martin Weiser, Junting Zheng, Mithat Gonen, Kristen L. Zakian

Published in: European Radiology | Issue 4/2017

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Abstract

Objectives

To examine whether post-chemoradiotherapy (CRT) DCE-MRI can identify rectal cancer patients with pathologic complete response (pCR).

Methods

From a rectal cancer surgery database 2007–2014, 61 consecutive patients that met the following inclusion criteria were selected for analysis: (1) stage II/III primary rectal adenocarcinoma; (2) received CRT; (3) underwent surgery (4); underwent rectal DCE-MRI on a 1.5-T MRI scanner. Two experienced radiologists, in consensus, drew regions of interest (ROI) on the sagittal DCE-MRI image in the tumour bed. These were exported from ImageJ to in-house Matlab code for modelling using the Tofts model. K trans, K ep and v e values were compared to pathological response.

Results

Of the 61 initial patients, 37 had data considered adequate for fitting to obtain perfusion parameters. Among the 13 men and 24 women, median age 53 years, there were 8 pCR (22 %). K trans could not distinguish patients with pCR. For patients with 90 % or greater response, mean K trans and K ep values were statistically significant (p = 0.032 and 0.027, respectively). Using a cutoff value of K trans = 0.25 min−1, the AUC was 0.71.

Conclusion

K trans could be used to identify patients with 90 % or more response to chemoradiotherapy for rectal cancer with an AUC of 0.7.

Key Points

Chemoradiotherapy for rectal cancer causes decreased blood flow and permeability in the tumour bed.
Lower values of blood flow and permeability correlate with good tumour response.
K trans of 0.25min −1 best identifies patients with ≥90 % response with AUC 0.71
Literature
1.
go back to reference Gollub MJ, Gultekin DH, Akin O, Do RK, Fuqua JL 3rd, Gonen M et al (2012) Dynamic contrast enhanced-MRI for the detection of pathological complete response to neoadjuvant chemotherapy for locally advanced rectal cancer. Eur Radiol 22:821–831CrossRefPubMed Gollub MJ, Gultekin DH, Akin O, Do RK, Fuqua JL 3rd, Gonen M et al (2012) Dynamic contrast enhanced-MRI for the detection of pathological complete response to neoadjuvant chemotherapy for locally advanced rectal cancer. Eur Radiol 22:821–831CrossRefPubMed
2.
go back to reference Goh V, Padhani AR, Rasheed S (2007) Functional imaging of colorectal cancer angiogenesis. Lancet Oncol 8:245–255CrossRefPubMed Goh V, Padhani AR, Rasheed S (2007) Functional imaging of colorectal cancer angiogenesis. Lancet Oncol 8:245–255CrossRefPubMed
3.
go back to reference Hötker AM, Tarlinton L, Mazaheri Y, Woo KM, Gönen M, Saltz LB, Goodman KA, Garcia-Aguilar J, Gollub MJ (2016) Multiparametric MRI in the assessment of response of rectal cancer to neoadjuvant chemoradiotherapy: a comparison of morphological, volumetric and functional MRI parameters. Eur Radiol. doi:10.1007/s00330-016-4283-9 Hötker AM, Tarlinton L, Mazaheri Y, Woo KM, Gönen M, Saltz LB, Goodman KA, Garcia-Aguilar J, Gollub MJ (2016) Multiparametric MRI in the assessment of response of rectal cancer to neoadjuvant chemoradiotherapy: a comparison of morphological, volumetric and functional MRI parameters. Eur Radiol. doi:10.​1007/​s00330-016-4283-9
4.
go back to reference de Lussanet QG, Backes WH, Griffioen AW, Padhani AR, Baeten CI, van Baardwijk A et al (2005) Dynamic contrast-enhanced magnetic resonance imaging of radiation therapy-induced microcirculation changes in rectal cancer. Int J Radiat Oncol Biol Phys 63:1309–1315CrossRefPubMed de Lussanet QG, Backes WH, Griffioen AW, Padhani AR, Baeten CI, van Baardwijk A et al (2005) Dynamic contrast-enhanced magnetic resonance imaging of radiation therapy-induced microcirculation changes in rectal cancer. Int J Radiat Oncol Biol Phys 63:1309–1315CrossRefPubMed
5.
go back to reference Atkin G, Taylor NJ, Daley FM, Stirling JJ, Richman P, Glynne-Jones R et al (2006) Dynamic contrast-enhanced magnetic resonance imaging is a poor measure of rectal cancer angiogenesis. Br J Surg 93:992–1000CrossRefPubMed Atkin G, Taylor NJ, Daley FM, Stirling JJ, Richman P, Glynne-Jones R et al (2006) Dynamic contrast-enhanced magnetic resonance imaging is a poor measure of rectal cancer angiogenesis. Br J Surg 93:992–1000CrossRefPubMed
6.
go back to reference Kremser C, Trieb T, Rudisch A, Judmaier W, de Vries A (2007) Dynamic T(1) mapping predicts outcome of chemoradiation therapy in primary rectal carcinoma: sequence implementation and data analysis. J Magn Reson Imaging 26:662–671CrossRefPubMed Kremser C, Trieb T, Rudisch A, Judmaier W, de Vries A (2007) Dynamic T(1) mapping predicts outcome of chemoradiation therapy in primary rectal carcinoma: sequence implementation and data analysis. J Magn Reson Imaging 26:662–671CrossRefPubMed
7.
go back to reference Sahani DV, Kalva SP, Hamberg LM, Hahn PF, Willett CG, Saini S et al (2005) Assessing tumor perfusion and treatment response in rectal cancer with multisection CT: initial observations. Radiology 234:785–792CrossRefPubMed Sahani DV, Kalva SP, Hamberg LM, Hahn PF, Willett CG, Saini S et al (2005) Assessing tumor perfusion and treatment response in rectal cancer with multisection CT: initial observations. Radiology 234:785–792CrossRefPubMed
8.
go back to reference Dinter DJ, Horisberger K, Zechmann C, Wenz F, Brade J, Willeke F et al (2009) Can dynamic MR imaging predict response in patients with rectal cancer undergoing cetuximab-based neoadjuvant chemoradiation? Onkologie 32:86–93CrossRefPubMed Dinter DJ, Horisberger K, Zechmann C, Wenz F, Brade J, Willeke F et al (2009) Can dynamic MR imaging predict response in patients with rectal cancer undergoing cetuximab-based neoadjuvant chemoradiation? Onkologie 32:86–93CrossRefPubMed
9.
go back to reference de Vries A, Griebel J, Kremser C, Judmaier W, Gneiting T, Debbage P et al (2000) Monitoring of tumor microcirculation during fractionated radiation therapy in patients with rectal carcinoma: preliminary results and implications for therapy. Radiology 217:385–391CrossRefPubMed de Vries A, Griebel J, Kremser C, Judmaier W, Gneiting T, Debbage P et al (2000) Monitoring of tumor microcirculation during fractionated radiation therapy in patients with rectal carcinoma: preliminary results and implications for therapy. Radiology 217:385–391CrossRefPubMed
10.
go back to reference Devries AF, Griebel J, Kremser C, Judmaier W, Gneiting T, Kreczy A et al (2001) Tumor microcirculation evaluated by dynamic magnetic resonance imaging predicts therapy outcome for primary rectal carcinoma. Cancer Res 61:2513–2516PubMed Devries AF, Griebel J, Kremser C, Judmaier W, Gneiting T, Kreczy A et al (2001) Tumor microcirculation evaluated by dynamic magnetic resonance imaging predicts therapy outcome for primary rectal carcinoma. Cancer Res 61:2513–2516PubMed
11.
go back to reference Capirci C, Valentini V, Cionini L, De Paoli A, Rodel C, Glynne-Jones R et al (2008) Prognostic value of pathologic complete response after neoadjuvant therapy in locally advanced rectal cancer: long-term analysis of 566 ypCR patients. Int J Radiat Oncol Biol Phys 72:99–107CrossRefPubMed Capirci C, Valentini V, Cionini L, De Paoli A, Rodel C, Glynne-Jones R et al (2008) Prognostic value of pathologic complete response after neoadjuvant therapy in locally advanced rectal cancer: long-term analysis of 566 ypCR patients. Int J Radiat Oncol Biol Phys 72:99–107CrossRefPubMed
12.
go back to reference Rodel C, Martus P, Papadoupolos T, Fuzesi L, Klimpfinger M, Fietkau R et al (2005) Prognostic significance of tumor regression after preoperative chemoradiotherapy for rectal cancer. J Clin Oncol 23:8688–8696CrossRefPubMed Rodel C, Martus P, Papadoupolos T, Fuzesi L, Klimpfinger M, Fietkau R et al (2005) Prognostic significance of tumor regression after preoperative chemoradiotherapy for rectal cancer. J Clin Oncol 23:8688–8696CrossRefPubMed
13.
go back to reference Kim SH, Lee JM, Gupta SN, Han JK, Choi BI (2014) Dynamic contrast-enhanced MRI to evaluate the therapeutic response to neoadjuvant chemoradiation therapy in locally advanced rectal cancer. J Magn Reson Imaging 40:730–737CrossRefPubMed Kim SH, Lee JM, Gupta SN, Han JK, Choi BI (2014) Dynamic contrast-enhanced MRI to evaluate the therapeutic response to neoadjuvant chemoradiation therapy in locally advanced rectal cancer. J Magn Reson Imaging 40:730–737CrossRefPubMed
14.
go back to reference Oberholzer K, Menig M, Pohlmann A, Junginger T, Heintz A, Kreft A et al (2013) Rectal cancer: assessment of response to neoadjuvant chemoradiation by dynamic contrast-enhanced MRI. J Magn Reson Imaging 38:119–126CrossRefPubMed Oberholzer K, Menig M, Pohlmann A, Junginger T, Heintz A, Kreft A et al (2013) Rectal cancer: assessment of response to neoadjuvant chemoradiation by dynamic contrast-enhanced MRI. J Magn Reson Imaging 38:119–126CrossRefPubMed
15.
go back to reference Lim JS, Kim D, Baek SE, Myoung S, Choi J, Shin SJ et al (2012) Perfusion MRI for the prediction of treatment response after preoperative chemoradiotherapy in locally advanced rectal cancer. Eur Radiol 22:1693–1700CrossRefPubMed Lim JS, Kim D, Baek SE, Myoung S, Choi J, Shin SJ et al (2012) Perfusion MRI for the prediction of treatment response after preoperative chemoradiotherapy in locally advanced rectal cancer. Eur Radiol 22:1693–1700CrossRefPubMed
16.
go back to reference George ML, Dzik-Jurasz AS, Padhani AR, Brown G, Tait DM, Eccles SA et al (2001) Non-invasive methods of assessing angiogenesis and their value in predicting response to treatment in colorectal cancer. Br J Surg 88:1628–1636CrossRefPubMed George ML, Dzik-Jurasz AS, Padhani AR, Brown G, Tait DM, Eccles SA et al (2001) Non-invasive methods of assessing angiogenesis and their value in predicting response to treatment in colorectal cancer. Br J Surg 88:1628–1636CrossRefPubMed
17.
go back to reference Yeo DM, Oh SN, Jung CK, Lee MA, Oh ST, Rha SE et al (2015) Correlation of dynamic contrast-enhanced MRI perfusion parameters with angiogenesis and biologic aggressiveness of rectal cancer: preliminary results. J Magn Reson Imaging 41:474–480CrossRefPubMed Yeo DM, Oh SN, Jung CK, Lee MA, Oh ST, Rha SE et al (2015) Correlation of dynamic contrast-enhanced MRI perfusion parameters with angiogenesis and biologic aggressiveness of rectal cancer: preliminary results. J Magn Reson Imaging 41:474–480CrossRefPubMed
18.
go back to reference Tong T, Sun Y, Gollub MJ, Peng W, Cai S, Zhang Z et al (2015) Dynamic contrast-enhanced MRI: use in predicting pathological complete response to neoadjuvant chemoradiation in locally advanced rectal cancer. J Magn Reson Imaging 42:673–680CrossRefPubMed Tong T, Sun Y, Gollub MJ, Peng W, Cai S, Zhang Z et al (2015) Dynamic contrast-enhanced MRI: use in predicting pathological complete response to neoadjuvant chemoradiation in locally advanced rectal cancer. J Magn Reson Imaging 42:673–680CrossRefPubMed
19.
go back to reference Intven M, Reerink O, Philippens ME (2015) Dynamic contrast enhanced MR imaging for rectal cancer response assessment after neo-adjuvant chemoradiation. J Magn Reson Imaging 41:1646–1653CrossRefPubMed Intven M, Reerink O, Philippens ME (2015) Dynamic contrast enhanced MR imaging for rectal cancer response assessment after neo-adjuvant chemoradiation. J Magn Reson Imaging 41:1646–1653CrossRefPubMed
20.
go back to reference Intven M, Monninkhof EM, Reerink O, Philippens ME (2015) Combined T2w volumetry, DW-MRI and DCE-MRI for response assessment after neo-adjuvant chemoradiation in locally advanced rectal cancer. Acta Oncol 54:1729–1736CrossRefPubMed Intven M, Monninkhof EM, Reerink O, Philippens ME (2015) Combined T2w volumetry, DW-MRI and DCE-MRI for response assessment after neo-adjuvant chemoradiation in locally advanced rectal cancer. Acta Oncol 54:1729–1736CrossRefPubMed
21.
go back to reference Martens MH, Subhani S, Heijnen LA, Lambregts DM, Buijsen J, Maas M et al (2015) Can perfusion MRI predict response to preoperative treatment in rectal cancer? Radiother Oncol 114:218–223CrossRefPubMed Martens MH, Subhani S, Heijnen LA, Lambregts DM, Buijsen J, Maas M et al (2015) Can perfusion MRI predict response to preoperative treatment in rectal cancer? Radiother Oncol 114:218–223CrossRefPubMed
22.
go back to reference Kalff V, Ware R, Heriot A, Chao M, Drummond E, Hicks RJ (2009) Radiation changes do not interfere with post-chemoradiation restaging of patients with rectal cancer by FDG PET/CT before curative surgical therapy. Int J Radiat Oncol Biol Phys 74:60–66CrossRefPubMed Kalff V, Ware R, Heriot A, Chao M, Drummond E, Hicks RJ (2009) Radiation changes do not interfere with post-chemoradiation restaging of patients with rectal cancer by FDG PET/CT before curative surgical therapy. Int J Radiat Oncol Biol Phys 74:60–66CrossRefPubMed
23.
go back to reference Kalff V, Duong C, Drummond EG, Matthews JP, Hicks RJ (2006) Findings on 18F-FDG PET scans after neoadjuvant chemoradiation provides prognostic stratification in patients with locally advanced rectal carcinoma subsequently treated by radical surgery. J Nucl Med 47:14–22PubMed Kalff V, Duong C, Drummond EG, Matthews JP, Hicks RJ (2006) Findings on 18F-FDG PET scans after neoadjuvant chemoradiation provides prognostic stratification in patients with locally advanced rectal carcinoma subsequently treated by radical surgery. J Nucl Med 47:14–22PubMed
24.
go back to reference Maas M, Lambregts DM, Nelemans PJ, Heijnen LA, Martens MH, Leijtens JW et al (2015) Assessment of clinical complete response after chemoradiation for rectal cancer with digital rectal examination, endoscopy, and MRI: selection for organ-saving treatment. Ann Surg Oncol 22:3873–3880CrossRefPubMedPubMedCentral Maas M, Lambregts DM, Nelemans PJ, Heijnen LA, Martens MH, Leijtens JW et al (2015) Assessment of clinical complete response after chemoradiation for rectal cancer with digital rectal examination, endoscopy, and MRI: selection for organ-saving treatment. Ann Surg Oncol 22:3873–3880CrossRefPubMedPubMedCentral
25.
go back to reference Martens MH, Lambregts DMJ, Papnikolaou N, Alefantinou S, Maas M, Manikis GC et al (2016) Magnetization transfer imaging to assess tumor response after chemoradiotherapy in rectal cancer. Eur Radiol 26:390–397CrossRefPubMed Martens MH, Lambregts DMJ, Papnikolaou N, Alefantinou S, Maas M, Manikis GC et al (2016) Magnetization transfer imaging to assess tumor response after chemoradiotherapy in rectal cancer. Eur Radiol 26:390–397CrossRefPubMed
26.
go back to reference Habr-Gama A, Gama-Rodrigues J, Sao Juliao GP, Proscurshim I, Sabbagh C, Lynn PB et al (2014) Local recurrence after complete clinical response and watch and wait in rectal cancer after neoadjuvant chemoradiation: impact of salvage therapy on local disease control. Int J Radiat Oncol Biol Phys 88:822–828CrossRefPubMed Habr-Gama A, Gama-Rodrigues J, Sao Juliao GP, Proscurshim I, Sabbagh C, Lynn PB et al (2014) Local recurrence after complete clinical response and watch and wait in rectal cancer after neoadjuvant chemoradiation: impact of salvage therapy on local disease control. Int J Radiat Oncol Biol Phys 88:822–828CrossRefPubMed
27.
go back to reference Smith JD, Ruby JA, Goodman KA, Saltz LB, Guillem JG, Weiser MR et al (2012) Nonoperative management of rectal cancer with complete clinical response after neoadjuvant therapy. Ann Surg 256:965–972CrossRefPubMed Smith JD, Ruby JA, Goodman KA, Saltz LB, Guillem JG, Weiser MR et al (2012) Nonoperative management of rectal cancer with complete clinical response after neoadjuvant therapy. Ann Surg 256:965–972CrossRefPubMed
28.
go back to reference Schneider CA, Rasband WS, Eliceiri KW (2012) NIH Image to ImageJ: 25 years of image analysis. Nat Methods 9:671–675CrossRefPubMed Schneider CA, Rasband WS, Eliceiri KW (2012) NIH Image to ImageJ: 25 years of image analysis. Nat Methods 9:671–675CrossRefPubMed
29.
go back to reference Koh TS, Bisdas S, Koh DM, Thng CH (2011) Fundamentals of tracer kinetics for dynamic contrast-enhanced MRI. J Magn Reson Imaging 34:1262–1276CrossRefPubMed Koh TS, Bisdas S, Koh DM, Thng CH (2011) Fundamentals of tracer kinetics for dynamic contrast-enhanced MRI. J Magn Reson Imaging 34:1262–1276CrossRefPubMed
30.
go back to reference Parker GJ, Roberts C, Macdonald A, Buonaccorsi GA, Cheung S, Buckley DL et al (2006) Experimentally-derived functional form for a population-averaged high-temporal-resolution arterial input function for dynamic contrast-enhanced MRI. Magn Reson Med 56:993–1000CrossRefPubMed Parker GJ, Roberts C, Macdonald A, Buonaccorsi GA, Cheung S, Buckley DL et al (2006) Experimentally-derived functional form for a population-averaged high-temporal-resolution arterial input function for dynamic contrast-enhanced MRI. Magn Reson Med 56:993–1000CrossRefPubMed
31.
go back to reference Shia J, Guillem JG, Moore HG, Tickoo SK, Qin J, Ruo L et al (2004) Patterns of morphologic alteration in residual rectal carcinoma following preoperative chemoradiation and their association with long-term outcome. Am J Surg Pathol 28:215–223CrossRefPubMed Shia J, Guillem JG, Moore HG, Tickoo SK, Qin J, Ruo L et al (2004) Patterns of morphologic alteration in residual rectal carcinoma following preoperative chemoradiation and their association with long-term outcome. Am J Surg Pathol 28:215–223CrossRefPubMed
32.
go back to reference Trakarnsanga A, Gonen M, Shia J, Nash GM, Temple LK, Guillem JG et al (2014) Comparison of tumor regression grade systems for locally advanced rectal cancer after multimodality treatment. J Natl Cancer Inst. doi:10.1093/jnci/dju248 PubMedPubMedCentral Trakarnsanga A, Gonen M, Shia J, Nash GM, Temple LK, Guillem JG et al (2014) Comparison of tumor regression grade systems for locally advanced rectal cancer after multimodality treatment. J Natl Cancer Inst. doi:10.​1093/​jnci/​dju248 PubMedPubMedCentral
33.
go back to reference Mandard AM, Dalibard F, Mandard JC et al (1994) Pathologic assessment of tumor regression after preoperative chemoradiotherapy of esophageal carcinoma. Clinicopathologic correlations. Cancer 73:2680–2686CrossRefPubMed Mandard AM, Dalibard F, Mandard JC et al (1994) Pathologic assessment of tumor regression after preoperative chemoradiotherapy of esophageal carcinoma. Clinicopathologic correlations. Cancer 73:2680–2686CrossRefPubMed
34.
go back to reference Intven M, Reerink O, Philippens ME (2013) Diffusion-weighted MRI in locally advanced rectal cancer: pathological response prediction after neo-adjuvant radiochemotherapy. Strahlenther Onkol 189:117–122CrossRefPubMed Intven M, Reerink O, Philippens ME (2013) Diffusion-weighted MRI in locally advanced rectal cancer: pathological response prediction after neo-adjuvant radiochemotherapy. Strahlenther Onkol 189:117–122CrossRefPubMed
35.
go back to reference Lambregts DM, Vandecaveye V, Barbaro B, Bakers FC, Lambrecht M, Maas M et al (2011) Diffusion-weighted MRI for selection of complete responders after chemoradiation for locally advanced rectal cancer: a multicenter study. Ann Surg Oncol 18:2224–2231CrossRefPubMedPubMedCentral Lambregts DM, Vandecaveye V, Barbaro B, Bakers FC, Lambrecht M, Maas M et al (2011) Diffusion-weighted MRI for selection of complete responders after chemoradiation for locally advanced rectal cancer: a multicenter study. Ann Surg Oncol 18:2224–2231CrossRefPubMedPubMedCentral
36.
go back to reference Lambrecht M, Vandecaveye V, De Keyzer F, Roels S, Penninckx F, Van Cutsem E et al (2012) Value of diffusion-weighted magnetic resonance imaging for prediction and early assessment of response to neoadjuvant radiochemotherapy in rectal cancer: preliminary results. Int J Radiat Oncol Biol Phys 82:863–870CrossRefPubMed Lambrecht M, Vandecaveye V, De Keyzer F, Roels S, Penninckx F, Van Cutsem E et al (2012) Value of diffusion-weighted magnetic resonance imaging for prediction and early assessment of response to neoadjuvant radiochemotherapy in rectal cancer: preliminary results. Int J Radiat Oncol Biol Phys 82:863–870CrossRefPubMed
37.
go back to reference Kim SH, Lee JY, Lee JM, Han JK, Choi BI (2011) Apparent diffusion coefficient for evaluating tumour response to neoadjuvant chemoradiation therapy for locally advanced rectal cancer. Eur Radiol 21:987–995CrossRefPubMed Kim SH, Lee JY, Lee JM, Han JK, Choi BI (2011) Apparent diffusion coefficient for evaluating tumour response to neoadjuvant chemoradiation therapy for locally advanced rectal cancer. Eur Radiol 21:987–995CrossRefPubMed
38.
go back to reference Lambregts DM, Beets GL, Maas M, Curvo-Semedo L, Kessels AG, Thywissen T et al (2011) Tumour ADC measurements in rectal cancer: effect of ROI methods on ADC values and interobserver variability. Eur Radiol 21:2567–2574CrossRefPubMedPubMedCentral Lambregts DM, Beets GL, Maas M, Curvo-Semedo L, Kessels AG, Thywissen T et al (2011) Tumour ADC measurements in rectal cancer: effect of ROI methods on ADC values and interobserver variability. Eur Radiol 21:2567–2574CrossRefPubMedPubMedCentral
39.
go back to reference Petrillo A, Fusco R, Petrillo M, Granata V (2015) Standardized index of shape (SIS): a quantitative DCE-MRI parameter to discriminate responders by non-responders after neoadjuvant therapy in LARC. Eur Radiol 25:1935–1945CrossRefPubMed Petrillo A, Fusco R, Petrillo M, Granata V (2015) Standardized index of shape (SIS): a quantitative DCE-MRI parameter to discriminate responders by non-responders after neoadjuvant therapy in LARC. Eur Radiol 25:1935–1945CrossRefPubMed
Metadata
Title
Limited accuracy of DCE-MRI in identification of pathological complete responders after chemoradiotherapy treatment for rectal cancer
Authors
Marc J. Gollub
Tong Tong
Martin Weiser
Junting Zheng
Mithat Gonen
Kristen L. Zakian
Publication date
01-04-2017
Publisher
Springer Berlin Heidelberg
Published in
European Radiology / Issue 4/2017
Print ISSN: 0938-7994
Electronic ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-016-4493-1

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