Skip to main content
Erschienen in: European Journal of Nuclear Medicine and Molecular Imaging 3/2013

01.02.2013 | Original Article

Diffusion-weighted MRI of lymphoma: prognostic utility and implications for PET/MRI?

verfasst von: Shonit Punwani, Stuart A. Taylor, Ziauddin Z. Saad, Alan Bainbridge, Ashley Groves, Stephen Daw, Ananth Shankar, Steve Halligan, Paul D. Humphries

Erschienen in: European Journal of Nuclear Medicine and Molecular Imaging | Ausgabe 3/2013

Einloggen, um Zugang zu erhalten

Abstract

Purpose

With the recent introduction of PET/MRI, we investigated whether diffusion-weighted imaging (DWI) can complement PET for predicting local treatment response in Hodgkin lymphoma.

Methods

This retrospective study included 39 patients selected from a hospital database with a histological diagnosis of Hodgkin lymphoma undergoing whole-body MRI (supplemented by DWI) and PET/CT before and after two cycles of vincristine, etoposide, prednisolone and doxorubicin (OEPA). The pretreatment volume, MRI apparent diffusion coefficient (ADC) and PET maximum standardized uptake value (SUVmax) of the largest nodal mass were determined quantitatively for evaluation of the local response following two cycles of OEPA. Quantitative pretreatment imaging biomarkers (disease volume, ADC, SUVmax) were compared between sites with an adequate and those with an inadequate response using Fisher’s exact test and Mann Whitney statistics. Multivariate models predictive of an inadequate response based on demographic/clinical features, pretreatment disease volume and SUVmax without (model 1) and with (model 2) the addition of ADC were derived and crossvalidated. The ROC area under curve (AUC) was calculated for both models using the full dataset (training) and the crossvalidation (test) data.

Results

Sites with an adequate response had a significantly lower median pretreatment ADC (1.0 × 10−3mm2s−1) than those with an inadequate response (1.26 × 10−3mm2s−1; p < 0.01). There were no significant differences in patient demographic/clinical parameters, pretreatment SUVmax or pretreatment nodal volume between sites with inadequate and adequate response. The ROC-AUCs for prediction of an inadequate response for the training and test data for model 1 were 0.90 and 0.53, and for model 2 were 0.84 and 0.71, respectively.

Conclusion

DWI complements PET for prediction of site-specific interim response to chemotherapy.
Literatur
1.
Zurück zum Zitat Delbeke D, Stroobants S, de Kerviler E, Gisselbrecht C, Meignan M, Conti PS. Expert opinions on positron emission tomography and computed tomography imaging in lymphoma. Oncologist. 2009;14 Suppl 2:30–40.PubMedCrossRef Delbeke D, Stroobants S, de Kerviler E, Gisselbrecht C, Meignan M, Conti PS. Expert opinions on positron emission tomography and computed tomography imaging in lymphoma. Oncologist. 2009;14 Suppl 2:30–40.PubMedCrossRef
2.
Zurück zum Zitat Kwee TC, van Ufford HM, Beek FJ, Takahara T, Uiterwaal CS, Bierings MB, et al. Whole-body MRI, including diffusion-weighted imaging, for the initial staging of malignant lymphoma: comparison to computed tomography. Investig Radiol. 2009;44(10):683–90.CrossRef Kwee TC, van Ufford HM, Beek FJ, Takahara T, Uiterwaal CS, Bierings MB, et al. Whole-body MRI, including diffusion-weighted imaging, for the initial staging of malignant lymphoma: comparison to computed tomography. Investig Radiol. 2009;44(10):683–90.CrossRef
3.
Zurück zum Zitat Kauczor HU, Zechmann C, Stieltjes B, Weber MA. Functional magnetic resonance imaging for defining the biological target volume. Cancer Imaging. 2006;6:51–5.PubMedCrossRef Kauczor HU, Zechmann C, Stieltjes B, Weber MA. Functional magnetic resonance imaging for defining the biological target volume. Cancer Imaging. 2006;6:51–5.PubMedCrossRef
4.
Zurück zum Zitat Koh DM, Collins DJ. Diffusion-weighted MRI in the body: applications and challenges in oncology. AJR Am J Roentgenol. 2007;188(6):1622–35.PubMedCrossRef Koh DM, Collins DJ. Diffusion-weighted MRI in the body: applications and challenges in oncology. AJR Am J Roentgenol. 2007;188(6):1622–35.PubMedCrossRef
5.
Zurück zum Zitat Szafer A, Zhong J, Anderson AW, Gore JC. Diffusion-weighted imaging in tissues: theoretical models. NMR Biomed. 1995;8(7–8):289–96.PubMedCrossRef Szafer A, Zhong J, Anderson AW, Gore JC. Diffusion-weighted imaging in tissues: theoretical models. NMR Biomed. 1995;8(7–8):289–96.PubMedCrossRef
6.
Zurück zum Zitat Lyng H, Haraldseth O, Rofstad EK. Measurement of cell density and necrotic fraction in human melanoma xenografts by diffusion weighted magnetic resonance imaging. Magn Reson Med. 2000;43(6):828–36.PubMedCrossRef Lyng H, Haraldseth O, Rofstad EK. Measurement of cell density and necrotic fraction in human melanoma xenografts by diffusion weighted magnetic resonance imaging. Magn Reson Med. 2000;43(6):828–36.PubMedCrossRef
7.
Zurück zum Zitat Barajas Jr RF, Rubenstein JL, Chang JS, Hwang J, Cha S. Diffusion-weighted MR imaging derived apparent diffusion coefficient is predictive of clinical outcome in primary central nervous system lymphoma. AJNR Am J Neuroradiol. 2010;31(1):60–6.PubMedCrossRef Barajas Jr RF, Rubenstein JL, Chang JS, Hwang J, Cha S. Diffusion-weighted MR imaging derived apparent diffusion coefficient is predictive of clinical outcome in primary central nervous system lymphoma. AJNR Am J Neuroradiol. 2010;31(1):60–6.PubMedCrossRef
8.
Zurück zum Zitat Gu J, Chan T, Zhang J, Leung AY, Kwong YL, Khong PL. Whole-body diffusion-weighted imaging: the added value to whole-body MRI at initial diagnosis of lymphoma. AJR Am J Roentgenol. 2011;197(3):W384–91.PubMedCrossRef Gu J, Chan T, Zhang J, Leung AY, Kwong YL, Khong PL. Whole-body diffusion-weighted imaging: the added value to whole-body MRI at initial diagnosis of lymphoma. AJR Am J Roentgenol. 2011;197(3):W384–91.PubMedCrossRef
9.
Zurück zum Zitat Abdulqadhr G, Molin D, Astrom G, Suurküla M, Johansson L, Hagberg H, et al. Whole-body diffusion-weighted imaging compared with FDG-PET/CT in staging of lymphoma patients. Acta Radiol. 2011;52(2):173–80.PubMedCrossRef Abdulqadhr G, Molin D, Astrom G, Suurküla M, Johansson L, Hagberg H, et al. Whole-body diffusion-weighted imaging compared with FDG-PET/CT in staging of lymphoma patients. Acta Radiol. 2011;52(2):173–80.PubMedCrossRef
10.
Zurück zum Zitat van Ufford HM, Kwee TC, Beek FJ, van Leeuwen MS, Takahara T, Fijnheer R, et al. Newly diagnosed lymphoma: initial results with whole-body T1-weighted, STIR, and diffusion-weighted MRI compared with 18F-FDG PET/CT. AJR Am J Roentgenol. 2011;196(3):662–9.PubMedCrossRef van Ufford HM, Kwee TC, Beek FJ, van Leeuwen MS, Takahara T, Fijnheer R, et al. Newly diagnosed lymphoma: initial results with whole-body T1-weighted, STIR, and diffusion-weighted MRI compared with 18F-FDG PET/CT. AJR Am J Roentgenol. 2011;196(3):662–9.PubMedCrossRef
11.
Zurück zum Zitat Punwani S, Prakash V, Bainbridge A, Taylor SA, Bandula B, Olsen OE, et al. Quantitative diffusion weighted MRI: a functional biomarker of nodal disease in Hodgkin lymphoma? Cancer Biomark. 2010;7(4):249–59. Punwani S, Prakash V, Bainbridge A, Taylor SA, Bandula B, Olsen OE, et al. Quantitative diffusion weighted MRI: a functional biomarker of nodal disease in Hodgkin lymphoma? Cancer Biomark. 2010;7(4):249–59.
12.
Zurück zum Zitat Palumbo B, Angotti F, Marano GD. Relationship between PET-FDG and MRI apparent diffusion coefficients in brain tumors. Q J Nucl Med Mol Imaging. 2009;53(1):17–22.PubMed Palumbo B, Angotti F, Marano GD. Relationship between PET-FDG and MRI apparent diffusion coefficients in brain tumors. Q J Nucl Med Mol Imaging. 2009;53(1):17–22.PubMed
13.
Zurück zum Zitat Ho KC, Lin G, Wang JJ, Lai CH, Chang CJ, Yen TC. Correlation of apparent diffusion coefficients measured by 3T diffusion-weighted MRI and SUV from FDG PET/CT in primary cervical cancer. Eur J Nucl Med Mol Imaging. 2009;36(2):200–8.PubMedCrossRef Ho KC, Lin G, Wang JJ, Lai CH, Chang CJ, Yen TC. Correlation of apparent diffusion coefficients measured by 3T diffusion-weighted MRI and SUV from FDG PET/CT in primary cervical cancer. Eur J Nucl Med Mol Imaging. 2009;36(2):200–8.PubMedCrossRef
14.
Zurück zum Zitat Beer AJ, Eiber M, Souvatzoglou M, Holzapfel K, Ganter C, Weirich G, et al. Restricted water diffusibility as measured by diffusion-weighted MR imaging and choline uptake in (11)C-choline PET/CT are correlated in pelvic lymph nodes in patients with prostate cancer. Mol Imaging Biol. 2011;13(2):352–61.PubMedCrossRef Beer AJ, Eiber M, Souvatzoglou M, Holzapfel K, Ganter C, Weirich G, et al. Restricted water diffusibility as measured by diffusion-weighted MR imaging and choline uptake in (11)C-choline PET/CT are correlated in pelvic lymph nodes in patients with prostate cancer. Mol Imaging Biol. 2011;13(2):352–61.PubMedCrossRef
15.
Zurück zum Zitat Pichler BJ, Kolb A, Nagele T, Schlemmer HP. PET/MRI: paving the way for the next generation of clinical multimodality imaging applications. J Nucl Med. 2010;51(3):333–6.PubMedCrossRef Pichler BJ, Kolb A, Nagele T, Schlemmer HP. PET/MRI: paving the way for the next generation of clinical multimodality imaging applications. J Nucl Med. 2010;51(3):333–6.PubMedCrossRef
16.
Zurück zum Zitat Hasenclever D, Diehl V. A prognostic score for advanced Hodgkin’s disease. International Prognostic Factors Project on Advanced Hodgkin’s Disease. N Engl J Med. 1998;339(21):1506–14.PubMedCrossRef Hasenclever D, Diehl V. A prognostic score for advanced Hodgkin’s disease. International Prognostic Factors Project on Advanced Hodgkin’s Disease. N Engl J Med. 1998;339(21):1506–14.PubMedCrossRef
17.
Zurück zum Zitat Ramsdale E, van Besien K, Smith SM. Personalized treatment of lymphoma: promise and reality. Semin Oncol. 2011;38(2):225–35.PubMedCrossRef Ramsdale E, van Besien K, Smith SM. Personalized treatment of lymphoma: promise and reality. Semin Oncol. 2011;38(2):225–35.PubMedCrossRef
18.
Zurück zum Zitat Cazaentre T, Morschhauser F, Vermandel M, Betrouni N, Prangère T, Steinling M, et al. Pre-therapy 18F-FDG PET quantitative parameters help in predicting the response to radioimmunotherapy in non-Hodgkin lymphoma. Eur J Nucl Med Mol Imaging. 2010;37(3):494–504.PubMedCrossRef Cazaentre T, Morschhauser F, Vermandel M, Betrouni N, Prangère T, Steinling M, et al. Pre-therapy 18F-FDG PET quantitative parameters help in predicting the response to radioimmunotherapy in non-Hodgkin lymphoma. Eur J Nucl Med Mol Imaging. 2010;37(3):494–504.PubMedCrossRef
19.
Zurück zum Zitat Torizuka T, Zasadny KR, Kison PV, Rommelfanger SG, Kaminski MS, Wahl RL. Metabolic response of non-Hodgkin’s lymphoma to 131I-anti-B1 radioimmunotherapy: evaluation with FDG PET. J Nucl Med. 2000;41(6):999–1005.PubMed Torizuka T, Zasadny KR, Kison PV, Rommelfanger SG, Kaminski MS, Wahl RL. Metabolic response of non-Hodgkin’s lymphoma to 131I-anti-B1 radioimmunotherapy: evaluation with FDG PET. J Nucl Med. 2000;41(6):999–1005.PubMed
20.
Zurück zum Zitat Koh DM, Scurr E, Collins D, Kanber B, Norman A, Leach MO, et al. Predicting response of colorectal hepatic metastasis: value of pretreatment apparent diffusion coefficients. AJR Am J Roentgenol. 2007;188(4):1001–8.PubMedCrossRef Koh DM, Scurr E, Collins D, Kanber B, Norman A, Leach MO, et al. Predicting response of colorectal hepatic metastasis: value of pretreatment apparent diffusion coefficients. AJR Am J Roentgenol. 2007;188(4):1001–8.PubMedCrossRef
21.
Zurück zum Zitat Dzik-Jurasz A, Domenig C, George M, Wolber J, Padhani A, Brown G, et al. Diffusion MRI for prediction of response of rectal cancer to chemoradiation. Lancet. 2002;360(9329):307–8.PubMedCrossRef Dzik-Jurasz A, Domenig C, George M, Wolber J, Padhani A, Brown G, et al. Diffusion MRI for prediction of response of rectal cancer to chemoradiation. Lancet. 2002;360(9329):307–8.PubMedCrossRef
22.
Zurück zum Zitat Liu Y, Bai R, Sun H, Liu H, Zhao X, Li Y. Diffusion-weighted imaging in predicting and monitoring the response of uterine cervical cancer to combined chemoradiation. Clin Radiol. 2009;64(11):1067–74.PubMedCrossRef Liu Y, Bai R, Sun H, Liu H, Zhao X, Li Y. Diffusion-weighted imaging in predicting and monitoring the response of uterine cervical cancer to combined chemoradiation. Clin Radiol. 2009;64(11):1067–74.PubMedCrossRef
23.
Zurück zum Zitat Vandecaveye V, Dirix P, De Keyzer F, de Beeck KO, Vander Poorten V, Roebben I, et al. Predictive value of diffusion-weighted magnetic resonance imaging during chemoradiotherapy for head and neck squamous cell carcinoma. Eur Radiol. 2010;20(7):1703–14.PubMedCrossRef Vandecaveye V, Dirix P, De Keyzer F, de Beeck KO, Vander Poorten V, Roebben I, et al. Predictive value of diffusion-weighted magnetic resonance imaging during chemoradiotherapy for head and neck squamous cell carcinoma. Eur Radiol. 2010;20(7):1703–14.PubMedCrossRef
24.
Zurück zum Zitat Hutchings M, Mikhaeel NG, Fields PA, Nunan T, Timothy AR. Prognostic value of interim FDG-PET after two or three cycles of chemotherapy in Hodgkin lymphoma. Ann Oncol. 2005;16(7):1160–8.PubMedCrossRef Hutchings M, Mikhaeel NG, Fields PA, Nunan T, Timothy AR. Prognostic value of interim FDG-PET after two or three cycles of chemotherapy in Hodgkin lymphoma. Ann Oncol. 2005;16(7):1160–8.PubMedCrossRef
25.
Zurück zum Zitat Zinzani PL, Tani M, Fanti S, Alinari L, Musuraca G, Marchi E, et al. Early positron emission tomography (PET) restaging: a predictive final response in Hodgkin’s disease patients. Ann Oncol. 2006;17(8):1296–300.PubMedCrossRef Zinzani PL, Tani M, Fanti S, Alinari L, Musuraca G, Marchi E, et al. Early positron emission tomography (PET) restaging: a predictive final response in Hodgkin’s disease patients. Ann Oncol. 2006;17(8):1296–300.PubMedCrossRef
26.
Zurück zum Zitat Gallamini A, Rigacci L, Merli F, Nassi L, Bosi A, Capodanno I, et al. The predictive value of positron emission tomography scanning performed after two courses of standard therapy on treatment outcome in advanced stage Hodgkin’s disease. Haematologica. 2006;91(4):475–81.PubMed Gallamini A, Rigacci L, Merli F, Nassi L, Bosi A, Capodanno I, et al. The predictive value of positron emission tomography scanning performed after two courses of standard therapy on treatment outcome in advanced stage Hodgkin’s disease. Haematologica. 2006;91(4):475–81.PubMed
27.
Zurück zum Zitat Gallamini A, Hutchings M, Rigacci L, Specht L, Merli F, Hansen M, et al. Early interim 2-[18F]fluoro-2-deoxy-D-glucose positron emission tomography is prognostically superior to international prognostic score in advanced-stage Hodgkin’s lymphoma: a report from a joint Italian-Danish study. J Clin Oncol. 2007;25(24):3746–52.PubMedCrossRef Gallamini A, Hutchings M, Rigacci L, Specht L, Merli F, Hansen M, et al. Early interim 2-[18F]fluoro-2-deoxy-D-glucose positron emission tomography is prognostically superior to international prognostic score in advanced-stage Hodgkin’s lymphoma: a report from a joint Italian-Danish study. J Clin Oncol. 2007;25(24):3746–52.PubMedCrossRef
28.
Zurück zum Zitat Advani R, Maeda L, Lavori P, Quon A, Hoppe R, Breslin S, et al. Impact of positive positron emission tomography on prediction of freedom from progression after Stanford V chemotherapy in Hodgkin’s disease. J Clin Oncol. 2007;25(25):3902–7.PubMedCrossRef Advani R, Maeda L, Lavori P, Quon A, Hoppe R, Breslin S, et al. Impact of positive positron emission tomography on prediction of freedom from progression after Stanford V chemotherapy in Hodgkin’s disease. J Clin Oncol. 2007;25(25):3902–7.PubMedCrossRef
29.
Zurück zum Zitat Cerci JJ, Pracchia LF, Linardi CC, Pitella FA, Delbeke D, Izaki M, et al. 18F-FDG PET after 2 cycles of ABVD predicts event-free survival in early and advanced Hodgkin lymphoma. J Nucl Med. 2010;51(9):1337–43.PubMedCrossRef Cerci JJ, Pracchia LF, Linardi CC, Pitella FA, Delbeke D, Izaki M, et al. 18F-FDG PET after 2 cycles of ABVD predicts event-free survival in early and advanced Hodgkin lymphoma. J Nucl Med. 2010;51(9):1337–43.PubMedCrossRef
30.
Zurück zum Zitat Gallamini A, Patti C, Viviani S, Rossi A, Fiore F, Di Raimondo F, et al. Early chemotherapy intensification with BEACOPP in advanced-stage Hodgkin lymphoma patients with a interim-PET positive after two ABVD courses. Br J Haematol. 2011;152(5):551–60.PubMedCrossRef Gallamini A, Patti C, Viviani S, Rossi A, Fiore F, Di Raimondo F, et al. Early chemotherapy intensification with BEACOPP in advanced-stage Hodgkin lymphoma patients with a interim-PET positive after two ABVD courses. Br J Haematol. 2011;152(5):551–60.PubMedCrossRef
31.
Zurück zum Zitat Stauss J, Franzius C, Pfluger T, Juergens KU, Biassoni L, Begent J, et al. Guidelines for 18F-FDG PET and PET-CT imaging in paediatric oncology. Eur J Nucl Med Mol Imaging. 2008;35(8):1581–8.PubMedCrossRef Stauss J, Franzius C, Pfluger T, Juergens KU, Biassoni L, Begent J, et al. Guidelines for 18F-FDG PET and PET-CT imaging in paediatric oncology. Eur J Nucl Med Mol Imaging. 2008;35(8):1581–8.PubMedCrossRef
32.
Zurück zum Zitat Erdi YE, Rosenzweig K, Erdi AK, Macapinlac HA, Hu YC, Braban LE, et al. Radiotherapy treatment planning for patients with non-small cell lung cancer using positron emission tomography (PET). Radiother Oncol. 2002;62(1):51–60.PubMedCrossRef Erdi YE, Rosenzweig K, Erdi AK, Macapinlac HA, Hu YC, Braban LE, et al. Radiotherapy treatment planning for patients with non-small cell lung cancer using positron emission tomography (PET). Radiother Oncol. 2002;62(1):51–60.PubMedCrossRef
33.
Zurück zum Zitat Meignan M, Gallamini A, Haioun C. Report on the First International Workshop on Interim-PET-Scan in Lymphoma. Leuk Lymphoma. 2009;50(8):1257–60.PubMedCrossRef Meignan M, Gallamini A, Haioun C. Report on the First International Workshop on Interim-PET-Scan in Lymphoma. Leuk Lymphoma. 2009;50(8):1257–60.PubMedCrossRef
34.
Zurück zum Zitat Furth C, Amthauer H, Hautzel H, Steffen IG, Ruf J, Schiefer J, et al. Evaluation of interim PET response criteria in paediatric Hodgkin’s lymphoma – results for dedicated assessment criteria in a blinded dual-centre read. Ann Oncol. 2011;22(5):1198–203.PubMedCrossRef Furth C, Amthauer H, Hautzel H, Steffen IG, Ruf J, Schiefer J, et al. Evaluation of interim PET response criteria in paediatric Hodgkin’s lymphoma – results for dedicated assessment criteria in a blinded dual-centre read. Ann Oncol. 2011;22(5):1198–203.PubMedCrossRef
35.
Zurück zum Zitat Kostakoglu L, Schoder H, Johnson JL, Hall NC, Schwartz LH, Straus DJ, et al. Interim [(18)F]fluorodeoxyglucose positron emission tomography imaging in stage I-II non-bulky Hodgkin lymphoma: would using combined positron emission tomography and computed tomography criteria better predict response than each test alone? Leuk Lymphoma. 2012;53(11):2143–50.PubMedCrossRef Kostakoglu L, Schoder H, Johnson JL, Hall NC, Schwartz LH, Straus DJ, et al. Interim [(18)F]fluorodeoxyglucose positron emission tomography imaging in stage I-II non-bulky Hodgkin lymphoma: would using combined positron emission tomography and computed tomography criteria better predict response than each test alone? Leuk Lymphoma. 2012;53(11):2143–50.PubMedCrossRef
36.
Zurück zum Zitat Humphries PD, Sebire NJ, Siegel MJ, Olsen OE. Tumors in pediatric patients at diffusion-weighted MR imaging: apparent diffusion coefficient and tumor cellularity. Radiology. 2007;245(3):848–54.PubMedCrossRef Humphries PD, Sebire NJ, Siegel MJ, Olsen OE. Tumors in pediatric patients at diffusion-weighted MR imaging: apparent diffusion coefficient and tumor cellularity. Radiology. 2007;245(3):848–54.PubMedCrossRef
37.
Zurück zum Zitat Fodale V, Pierobon M, Liotta L, Petricoin E. Mechanism of cell adaptation: when and how do cancer cells develop chemoresistance? Cancer J. 2011;17(2):89–95.PubMedCrossRef Fodale V, Pierobon M, Liotta L, Petricoin E. Mechanism of cell adaptation: when and how do cancer cells develop chemoresistance? Cancer J. 2011;17(2):89–95.PubMedCrossRef
38.
Zurück zum Zitat Rajan R, Poniecka A, Smith TL, Yang Y, Frye D, Pusztai L, et al. Change in tumor cellularity of breast carcinoma after neoadjuvant chemotherapy as a variable in the pathologic assessment of response. Cancer. 2004;100(7):1365–73.PubMedCrossRef Rajan R, Poniecka A, Smith TL, Yang Y, Frye D, Pusztai L, et al. Change in tumor cellularity of breast carcinoma after neoadjuvant chemotherapy as a variable in the pathologic assessment of response. Cancer. 2004;100(7):1365–73.PubMedCrossRef
39.
Zurück zum Zitat Wu X, Kellokumpu-Lehtinen PL, Pertovaara H, Korkola P, Soimakallio S, Eskola H, et al. Diffusion-weighted MRI in early chemotherapy response evaluation of patients with diffuse large B-cell lymphoma – a pilot study: comparison with 2-deoxy-2-fluoro-D-glucose-positron emission tomography/computed tomography. NMR Biomed. 2011;24(10):1181–90.PubMedCrossRef Wu X, Kellokumpu-Lehtinen PL, Pertovaara H, Korkola P, Soimakallio S, Eskola H, et al. Diffusion-weighted MRI in early chemotherapy response evaluation of patients with diffuse large B-cell lymphoma – a pilot study: comparison with 2-deoxy-2-fluoro-D-glucose-positron emission tomography/computed tomography. NMR Biomed. 2011;24(10):1181–90.PubMedCrossRef
40.
Zurück zum Zitat Dieckmann K, Potter R, Hofmann J, Heinzl H, Wagner W, Schellong G. Does bulky disease at diagnosis influence outcome in childhood Hodgkin’s disease and require higher radiation doses? Results from the German-Austrian Pediatric Multicenter Trial DAL-HD-90. Int J Radiat Oncol Biol Phys. 2003;56(3):644–52.PubMedCrossRef Dieckmann K, Potter R, Hofmann J, Heinzl H, Wagner W, Schellong G. Does bulky disease at diagnosis influence outcome in childhood Hodgkin’s disease and require higher radiation doses? Results from the German-Austrian Pediatric Multicenter Trial DAL-HD-90. Int J Radiat Oncol Biol Phys. 2003;56(3):644–52.PubMedCrossRef
41.
Zurück zum Zitat Ali A, Sayed H, Farrag A, El-Sayed M. Risk-based combined-modality therapy of pediatric Hodgkin’s lymphoma: a retrospective study. Leuk Res. 2010;34(11):1447–52.PubMedCrossRef Ali A, Sayed H, Farrag A, El-Sayed M. Risk-based combined-modality therapy of pediatric Hodgkin’s lymphoma: a retrospective study. Leuk Res. 2010;34(11):1447–52.PubMedCrossRef
42.
Zurück zum Zitat Palumbo B, Fravolini ML, Nuvoli S, Spanu A, Paulus KS, Schillaci O, et al. Comparison of two neural network classifiers in the differential diagnosis of essential tremor and Parkinson’s disease by (123)I-FP-CIT brain SPECT. Eur J Nucl Med Mol Imaging. 2010;37(11):2146–53.PubMedCrossRef Palumbo B, Fravolini ML, Nuvoli S, Spanu A, Paulus KS, Schillaci O, et al. Comparison of two neural network classifiers in the differential diagnosis of essential tremor and Parkinson’s disease by (123)I-FP-CIT brain SPECT. Eur J Nucl Med Mol Imaging. 2010;37(11):2146–53.PubMedCrossRef
43.
Zurück zum Zitat Taylor A, Manatunga A, Garcia EV. Decision support systems in diuresis renography. Semin Nucl Med. 2008;38(1):67–81.PubMedCrossRef Taylor A, Manatunga A, Garcia EV. Decision support systems in diuresis renography. Semin Nucl Med. 2008;38(1):67–81.PubMedCrossRef
Metadaten
Titel
Diffusion-weighted MRI of lymphoma: prognostic utility and implications for PET/MRI?
verfasst von
Shonit Punwani
Stuart A. Taylor
Ziauddin Z. Saad
Alan Bainbridge
Ashley Groves
Stephen Daw
Ananth Shankar
Steve Halligan
Paul D. Humphries
Publikationsdatum
01.02.2013
Verlag
Springer-Verlag
Erschienen in
European Journal of Nuclear Medicine and Molecular Imaging / Ausgabe 3/2013
Print ISSN: 1619-7070
Elektronische ISSN: 1619-7089
DOI
https://doi.org/10.1007/s00259-012-2293-7

Weitere Artikel der Ausgabe 3/2013

European Journal of Nuclear Medicine and Molecular Imaging 3/2013 Zur Ausgabe