Impact of 90Y PET gradient-based tumor segmentation on voxel-level dosimetry in liver radioembolization

被引:6
作者
Mikell, Justin K. [1 ]
Kaza, Ravi K. [2 ]
Roberson, Peter L. [1 ]
Younge, Kelly C. [1 ]
Srinivasa, Ravi N. [2 ]
Majdalany, Bill S. [2 ]
Cuneo, Kyle C. [1 ]
Owen, Dawn [1 ]
Devasia, Theresa [1 ]
Schipper, Matthew J. [1 ]
Dewaraja, Yuni K. [2 ]
机构
[1] Univ Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Dept Radiol, Sch Med, Ann Arbor, MI 48109 USA
关键词
Y-90; Tumor segmentation; PET; Radioembolization; Dosimetry; Auto-segmentation; Gradient-based segmentation; HEPATOCELLULAR-CARCINOMA; MICROSPHERES; SPECT/CT; METHODOLOGY; METASTASES; PREDICTS; THERAPY;
D O I
10.1186/s40658-018-0230-y
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
BackgroundThe purpose was to validate Y-90 PET gradient-based tumor segmentation in phantoms and to evaluate the impact of the segmentation method on reported tumor absorbed dose (AD) and biological effective dose (BED) in Y-90 microsphere radioembolization (RE) patients. A semi-automated gradient-based method was applied to phantoms and patient tumors on the Y-90 PET with the initial bounding volume for gradient detection determined from a registered diagnostic CT or MR; this PET-based segmentation (PS) was compared with radiologist-defined morphologic segmentation (MS) on CT or MRI. AD and BED volume histogram metrics (D90, D70, mean) were calculated using both segmentations and concordance/correlations were investigated. Spatial concordance was assessed using Dice similarity coefficient (DSC) and mean distance to agreement (MDA). PS was repeated to assess intra-observer variability.ResultsIn phantoms, PS demonstrated high accuracy in lesion volumes (within 15%), AD metrics (within 11%), high spatial concordance relative to morphologic segmentation (DSC>0.86 and MDA<1.5mm), and low intra-observer variability (DSC>0.99, MDA<0.2mm, AD/BED metrics within 2%). For patients (58 lesions), spatial concordance between PS and MS was degraded compared to in-phantom (average DSC = 0.54, average MDA = 4.8mm); the average mean tumor AD was 226153 and 197 +/- 138Gy, respectively for PS and MS. For patient AD metrics, the best Pearson correlation (r) and concordance correlation coefficient (ccc) between segmentation methods was found for mean AD (r=0.94, ccc=0.92), but worsened as the metric approached the minimum dose (for D90, r=0.77, ccc=0.69); BED metrics exhibited a similar trend. Patient PS showed low intra-observer variability (average DSC = 0.81, average MDA = 2.2mm, average AD/BED metrics within 3.0%).Conclusions Y-90 PET gradient-based segmentation led to accurate/robust results in phantoms, and showed high concordance with MS for reporting mean tumor AD/BED in patients. However, tumor coverage metrics such as D90 exhibited worse concordance between segmentation methods, highlighting the need to standardize segmentation methods when reporting AD/BED metrics from post-therapy Y-90 PET. Estimated differences in reported AD/BED metrics due to segmentation method will be useful for interpreting RE dosimetry results in the literature including tumor response data.
引用
收藏
页数:17
相关论文
共 30 条
[1]   A methodology for evaluation of boundary detection algorithms on medical images [J].
Chalana, V ;
Kim, YM .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (05) :642-652
[2]   Prospective Trial Using Internal Pair-Production Positron Emission Tomography to Establish the Yttrium-90 Radioembolization Dose Required for Response of Hepatocellular Carcinoma [J].
Chan, Keith T. ;
Alessio, Adam M. ;
Johnson, Guy E. ;
Vaidya, Sandeep ;
Kwan, Sharon W. ;
Monsky, Wayne ;
Wilson, Ann E. ;
Lewis, David H. ;
Padia, Siddharth A. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2018, 101 (02) :358-365
[3]   Radioembolization of hepatocarcinoma with 90Y glass microspheres: development of an individualized treatment planning strategy based on dosimetry and radiobiology [J].
Chiesa, C. ;
Mira, M. ;
Maccauro, M. ;
Spreafico, C. ;
Romito, R. ;
Morosi, C. ;
Camerini, T. ;
Carrara, M. ;
Pellizzari, S. ;
Negri, A. ;
Aliberti, G. ;
Sposito, C. ;
Bhoori, S. ;
Facciorusso, A. ;
Civelli, E. ;
Lanocita, R. ;
Padovano, B. ;
Migliorisi, M. ;
De Nile, M. C. ;
Seregni, E. ;
Marchiano, A. ;
Crippa, F. ;
Mazzaferro, V. .
EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2015, 42 (11) :1718-1738
[4]   Radioembolization of hepatic lesions from a radiobiology and dosimetric perspective [J].
Cremonesi, Marta ;
Chiesa, Carlo ;
Strigari, Lidia ;
Ferrari, Mahila ;
Botta, Francesca ;
Guerriero, Francesco ;
De Cicco, Concetta ;
Bonomo, Guido ;
Orsi, Franco ;
Bodei, Lisa ;
Di Dia, Amalia ;
Grana, Chiara Maria ;
Orecchia, Roberto .
FRONTIERS IN ONCOLOGY, 2014, 4
[5]  
Dewaraja YK, 2015, EUR J NUCL MED MOL I, V42, pS156
[6]   MEASURES OF THE AMOUNT OF ECOLOGIC ASSOCIATION BETWEEN SPECIES [J].
DICE, LR .
ECOLOGY, 1945, 26 (03) :297-302
[7]   Multimodality imaging can predict the metabolic response of unresectable colorectal liver metastases to radioembolization therapy with Yttrium-90 labeled resin microspheres [J].
Flamen, Patrick ;
Vanderlinden, Bruno ;
Delatte, Philippe ;
Ghanem, Ghanem ;
Ameye, Lieveke ;
Van Den Eynde, Marc ;
Hendlisz, Alain .
PHYSICS IN MEDICINE AND BIOLOGY, 2008, 53 (22) :6591-6603
[8]   PET/MRI of Hepatic 90Y Microsphere Deposition Determines Individual Tumor Response [J].
Fowler, Kathryn J. ;
Maughan, Nichole M. ;
Laforest, Richard ;
Saad, Nael E. ;
Sharma, Akash ;
Olsen, Jeffrey ;
Speirs, Christina K. ;
Parikh, Parag J. .
CARDIOVASCULAR AND INTERVENTIONAL RADIOLOGY, 2016, 39 (06) :855-864
[9]  
Garin Etienne, 2011, Int J Mol Imaging, V2011, P398051, DOI 10.1155/2011/398051
[10]   Clinical impact of 99mTc-MAA SPECT/CT-based dosimetry in the radioembolization of liver malignancies with 90Y-loaded microspheres [J].
Garin, Etienne ;
Rolland, Yan ;
Laffont, Sophie ;
Edeline, Julien .
EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2016, 43 (03) :559-575