Dynamic contrast-enhanced MRI in advanced nonsmall-cell lung cancer patients treated with first-line bevacizumab, gemcitabine, and cisplatin
Yeun-Chung Chang MD, PhD
Department of Medical Imaging, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
Search for more papers by this authorChong-Jen Yu MD, PhD
Department of Internal Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
Search for more papers by this authorChung-Ming Chen PhD
Graduate Institute of Biomedical Engineering, College of Medicine and College of Engineering, National Taiwan University, Taipei, Taiwan
Search for more papers by this authorFu-Chang Hu MS, ScD
Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan
Department of Medical Research and National Center of Excellence for General Clinical Trial and Research, National Taiwan University Hospital, National Taiwan University, Taipei, Taiwan
Search for more papers by this authorHao-Hsiang Hsu MS
Graduate Institute of Biomedical Engineering, College of Medicine and College of Engineering, National Taiwan University, Taipei, Taiwan
Search for more papers by this authorWen-Yih I Tseng MD, PhD
Department of Medical Imaging, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
Search for more papers by this authorTiffany Ting-Fang Shih MD
Department of Medical Imaging, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
Search for more papers by this authorPan-Chyr Yang MD, PhD
Department of Internal Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
Search for more papers by this authorCorresponding Author
James Chih-Hsin Yang MD, PhD
Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan
Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan
Graduate Institute of Oncology and Cancer Research Center, National Taiwan University, Taipei, Taiwan
Graduate Institute of Oncology and Cancer Research Center, National Taiwan University, #7 Chung- Shan South Road, Taipei 100, TaiwanSearch for more papers by this authorYeun-Chung Chang MD, PhD
Department of Medical Imaging, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
Search for more papers by this authorChong-Jen Yu MD, PhD
Department of Internal Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
Search for more papers by this authorChung-Ming Chen PhD
Graduate Institute of Biomedical Engineering, College of Medicine and College of Engineering, National Taiwan University, Taipei, Taiwan
Search for more papers by this authorFu-Chang Hu MS, ScD
Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan
Department of Medical Research and National Center of Excellence for General Clinical Trial and Research, National Taiwan University Hospital, National Taiwan University, Taipei, Taiwan
Search for more papers by this authorHao-Hsiang Hsu MS
Graduate Institute of Biomedical Engineering, College of Medicine and College of Engineering, National Taiwan University, Taipei, Taiwan
Search for more papers by this authorWen-Yih I Tseng MD, PhD
Department of Medical Imaging, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
Search for more papers by this authorTiffany Ting-Fang Shih MD
Department of Medical Imaging, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
Search for more papers by this authorPan-Chyr Yang MD, PhD
Department of Internal Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
Search for more papers by this authorCorresponding Author
James Chih-Hsin Yang MD, PhD
Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan
Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan
Graduate Institute of Oncology and Cancer Research Center, National Taiwan University, Taipei, Taiwan
Graduate Institute of Oncology and Cancer Research Center, National Taiwan University, #7 Chung- Shan South Road, Taipei 100, TaiwanSearch for more papers by this authorAbstract
Purpose:
To investigate dynamic contrast-enhanced (DCE) magnetic resonance imaging (MRI) of advanced nonsmall-cell lung cancer (NSCLC) patients treated with the antiangiogenic agent bevacizumab combined with gemcitabine and cisplatin as first-line treatment.
Materials and Methods:
All patients were enrolled for MRI and computed tomography (CT) before and after the first three courses of bevacizumab combination chemotherapy. Pharmacokinetic parameters (Ktrans, kep, ve, vp) derived from DCE MRI were computed for the main mass. Parametric histogram analysis was obtained to evaluate changes of the internal tumor composition and for correlation with tumor response measured on CT.
Results:
After three cycles of treatment, 11 patients showed decreased tumor size and a decreased value of all MR-derived pharmacokinetic parameters. Among these parameters, there was a significant decrease of mean and standard deviation of the Ktrans histogram as well as a decrease of mean of the kep histogram (P < 0.05). Tumors with larger mean values of rate constant kep (P < 0.0001) and smaller standard deviation of volume of extravascular extracellular space fraction ve (P < 0.0001) on histograms before chemotherapy were considered predictors for treatment response.
Conclusion:
DCE MRI enables a functional analysis of the treatment response of NSCLC. MRI parametric histogram has the potential to predict early treatment response of combined bevacizumab, gemcitabine, and cisplatin. J. Magn. Reson. Imaging 2012;36:387–396. ©2012 Wiley Periodicals, Inc.
REFERENCES
- 1 Ferrara N, Gerber HP, LeCouter J. The biology of VEGF and its rerceptors. Nat Med 2003; 9: 669–676.
- 2 Los M, Roodhart JML, Voest EE. Target practice: lessons from phase III trials with bevacizumab and vatalanib in the treatment of advanced colorectal cancer. Oncologist 2007; 12: 443–450.
- 3 Gerber HP, Ferrara N. Pharmacology and pharmaco-dynamics of bevacizumab as monotherapy or in combination with cytotoxic therapy in preclinical studies. Cancer Res 2005; 65: 671–680.
- 4 Sandler A, Tray R, Perry MC, et al. Paclitaxel-carboplatin alone or with bevacizumab for non-small cell lung cancer. N Engl J Med 2006; 355: 2542–2550.
- 5 Soheilian M, Ramezani A, Obudi A, et al. Randomized trial of intravitreal bevacizumab alone or combined with triamcinolone versus macular photocoagulation in diabetic macular edema. Ophthalmology 2009; 116: 1142–1150.
- 6 Gridelli C, Maione P, Rossi A, De Marinis F. The role of bevacizumab in the treatment of non-small cell lung cancer: current indications and future developments. Oncologists 2007; 12: 1183–1193.
- 7 Horn L, Sandler A. Epidermal growth factor receptor inhibitors and anti-angiogenic agents for the treatment of non-small cell lung cancer. Clin Cancer Res 2009; 15: 5040–5048.
- 8 Johnson DH, Fehrenbacher L, Novotny WF, et al. Randomized phase II trial comparing bevacizumab plus carboplatin and paclitaxel with carboplatin and paclitaxel alone in previously untreated locally advanced or metastatic non-small-cell lung cancer. J Clin Oncol 2004; 22: 2184–2191.
- 9 Reck M, von Pawel J, Zatloukal P, et al. Phase III trial of cisplatin plus gemcitabine with either placebo or bevacizumab as first-line therapy for nonsquamous non-small-cell lung cancer: AVAiL. J Clin Oncol 2009; 27: 1227–1234.
- 10 Reck M, von Pawel J, Zatloukal P, et al. Overall survival with cisplatin-gemcitabine and bevacizumab or placebo as first-line therapy for non-squamous non-small-cell lung cancer: results from a randomized phase III trial (AVAiL). Ann Oncol 2010; 21: 1804–1809.
- 11 Therasse P, Arbuck SG, Eisenhauer EA, et al. New guidelines to evaluate the response to treatment in solid tumors. J Natl Cancer Inst 2000; 92: 205–216.
- 12 Brix G, Semmler W, Port R, Schad LR, Layer G, Lorenz WJ. Pharmacokinetic parameters in CNS Gd-DTPA enhanced MR imaging. J Comput Assist Tomogr 1991; 15: 621–628.
- 13
Tofts PS,
Brix G,
Buckley DL, et al.
Estimating kinetic parameters from dynamic contrast-enhanced T1-weighted MRI of a diffusable tracer: standardized quantities and symbols.
J Magn Reson Imaging
1999;
10:
223–232.
10.1002/(SICI)1522-2586(199909)10:3<223::AID-JMRI2>3.0.CO;2-S CAS PubMed Web of Science® Google Scholar
- 14 Chang YC, Huang CS, Liu YJ, et al. Angiogenic response of locally advanced breast cancer to neo-adjuvant chemotherapy evaluated with parametric histogram from dynamic contrast-enhanced MRI. Phys Med Biol 2004; 49: 3593–3602.
- 15 Morgan B, Thomas AL, Drevs J, et al. Dynamic contrast enhanced magnetic resonance imaging as a biomarker for the pharmacological response of PTK787/ZK 222584, an inhibitor of the vascular endothelial growth factor receptor tyrosine kinases, in patients with advanced colorectal cancer and liver metastases: results from two phase I studies. J Clin Oncol 2003; 21: 3955–3964.
- 16 Liu H, Rugo HS, Wilding G, et al. Dynamic contrast-enhanced magnetic resonance imaging as a pharmaco-dynamic measure of response after acute dosing of AG-012736, an oral angiogenesis inhibitor, in patients with advanced solid tumors: results from a phase I study. J Clin Oncol 2005; 23: 5464–5673.
- 17 Leach MO, Brindle KM, Evelhoch JL, et al. The assessment of anti-angiogenic and anti-vascular therapies in early-stage clinical trials using magnetic resonance imaging: issues and recommendations. Br J Cancer 2009; 92: 1599–1610.
- 18 Jackson A, O'Connor JPB, Parker GJM, et al. Imaging tumor vascular heterogeneity and angiogenesis using dynamic contrast-enhanced magnetic resonance imaging. Clin Cancer Res 2007; 13: 3449–3459.
- 19 de Langen AJ, van de Boogaart V, Lubberink M, et al. Monitoring response to anti-angiogenic therapy in non-small cell lung cancer using imaging markers derived from PET and dynamic contrast-enhanced MRI. J Nucl Med 2011; 52: 48–55.
- 20
Oatridge A,
Hajnal JV,
Bydder GM.
Registration and subtraction of serial magnetic resonance images of the brain: image interpretation and clinical applications. In:
JV Hajnal,
DLG Hill,
DJ Hawkes, editors.
Medical image registration.
Boca Raton, FL:
CRC Press;
2001. p
144–182.
10.1201/9781420042474.sec2 Google Scholar
- 21
Brunelli R.
Chapter 3. Template matching as testing. In:
R Brunelli, editor.
Template matching techniques in computer vision: theory and practice.
Chichester, UK:
John Wiley & Sons;
2009. p
43–71.
10.1002/9780470744055.ch3 Google Scholar
- 22 Yu CW, Shih TT, Hsu CY, et al. Correlation between pancreatic microcirculation and type 2 diabetes in patients with coronary artery disease: dynamic contrast-enhanced MR imaging. Radiology 2009; 252: 704–711.
- 23 Baxter S, Wang ZJ, Joe BN, et al, Timing bolus dynamic contrast-enhanced (DCE) MRI assessment of hepatic perfusion: initial experience. J Magn Reson Imaging 2009; 29: 1317–1322.
- 24 de Lussanet QG, Langereis S, Beets-Tan RGH, et al. Dynamic contrast-enhanced MR imaging kinetic parameters and molecular weight of dendritic contrast agents in tumor angiogenesis in mice. Radiology 2005; 235: 65–72.
- 25 Padhani A, Hayes C, Asserohn L, et al. Prediction of clinico-pathologic response of breast cancer to primary chemotherapy at contrast-enhanced MR imaging: initial clinical result. Radiology 2006; 239: 361–374.
- 26 Liang KY, Zeger SL. Longitudinal data analysis using generalized linear models. Biometrika 1986; 73: 13–22.
- 27 Zeger SL, Liang KY. Longitudinal data analysis for discrete and continuous outcomes. Biometrics 1986; 42: 121–130.
- 28 Kim KJ, Li B, et al. Inhibition of vascular endothelial growth factor-induced angiogenesis suppresses tumor growth in vivo. Nature 1993; 362: 841–844.
- 29 Gerber HP, Kowalski J, Sherman D, Eberhard DA, Ferrara N. Complete inhibition of rhabdomyosarcoma xerograft growth and neo-vascularization requires blockade of both tumor and host vascular endothelial growth factor. Cancer Res 2000; 60: 6253–6258.
- 30 Jain RK. Normalizing tumor vasculature with anti-angiogenic therapy: a new paradigm for combination therapy. Nat Med 2001; 7: 987–989.
- 31 Wahl RL, Jacene H, Kasamon Y, Lodge MA. From RECIST to PERCIST: evolving considerations for PET response criteria in solid tumors. J Nucl Med 2009; 50: 122S–150S.
- 32 Nahmia C, Hanna WT, Wahl LM, et al. Time course of early response to chemotherapy in non-small cell lung cancer patients with 18F-FDG PET/CT. J Nucl Med 2007; 48: 744–751.
- 33 Padhani AR, Husband JE. Are current tumour response criteria relevant for the 21st century? Br J Radiol 2000; 73: 1031–1033.
- 34 Smith TA. FDG uptake, tumour characteristics and response to therapy: a review. Nucl Med Commun 1998; 19: 97–105.
- 35 Dingemans AMC, de Langen AJ, van den Boogaart V, et al. First-line erlotinib and bevacizumab in patients with locally advanced and/or metastatic non-small-cell lung cancer: a phase II study including molecular imaging. Ann Oncol 2011; 22: 559–566.
- 36 Kauppinen RA. Monitoring cytotoxic tumour treatment response by diffusion magnetic resonance imaging and proton spectroscopy. NMR Biomed 2002; 15: 6–17.
- 37 Baek HM, Chen JH, Nalcioglu O, Su MY. Proton MR spectroscopy for monitoring early treatment response of breast cancer to neo-adjuvant chemotherapy. Ann Oncol 2008; 19: 1022–1024.
- 38 De Langen AJ, van de Boogaart V, Lubberink M, et al. Monitoring response to antiangiogenic therapy in non-small cell lung cancer using imaging markers derived from PET and dynamic contrast-enhanced MRI. J Nucl Med 2011; 52: 48–55.
- 39 Kelly RJ, Rajan A, Force J, et al. Evaluation of KRAS mutations, angiogenic biomarkers, and DCE-MRI in patients with advanced non-small-cell lung cancer receiving sorafenib. Clin Cancer Res 2011; 17: 1190–1199.
- 40 Pickles MD, Manton DJ, Lowry M, Turnbull LW. Prognostic value of pre-treatment DCE-MRI parameters in predicting disease free and overall survival for breast cancer patients undergoing neo-adjuvant chemotherapy. Eur J Radiol 2009; 71: 498–505.