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Prostate cancer aggressiveness: assessment with whole-lesion histogram analysis of the apparent diffusion coefficient
Donati, Olivio F; Mazaheri, Yousef; Afaq, Asim; Vargas, Hebert A; Zheng, Junting; Moskowitz, Chaya S; Hricak, Hedvig; Akin, Oguz
PURPOSE/OBJECTIVE:To evaluate the relationship between prostate cancer aggressiveness and histogram-derived apparent diffusion coefficient (ADC) parameters obtained from whole-lesion assessment of diffusion-weighted magnetic resonance (MR) imaging of the prostate and to determine which ADC metric may help best differentiate low-grade from intermediate- or high-grade prostate cancer lesions. MATERIALS AND METHODS/METHODS:The institutional review board approved this retrospective HIPAA-compliant study of 131 men (median age, 60 years) who underwent diffusion-weighted MR imaging before prostatectomy for prostate cancer. Clinically significant tumors (tumor volume > 0.5 mL) were identified at whole-mount step-section histopathologic examination, and Gleason scores of the tumors were recorded. A volume of interest was drawn around each significant tumor on ADC maps. The mean, median, and 10th and 25th percentile ADCs were determined from the whole-lesion histogram and correlated with the Gleason score by using the Spearman correlation coefficient (ρ). The ability of each parameter to help differentiate tumors with a Gleason score of 6 from those with a Gleason score of at least 7 was assessed by using the area under the receiver operating characteristic curve (Az). RESULTS:In total, 116 clinically significant lesions (89 in the peripheral zone, 27 in the transition zone) were identified in 85 of the 131 patients (65%). Forty-six patients did not have a clinically significant lesion. For mean ADC, median ADC, 10th percentile ADC, and 25th percentile ADC, the Spearman ρ values for correlation with Gleason score were -0.31, -0.30, -0.36, and -0.35, respectively, whereas the Az values for differentiating lesions with a Gleason score of 6 from those with a Gleason score of at least 7 were 0.704, 0.692, 0.758, and 0.723, respectively. The Az of 10th percentile ADC was significantly higher than that of the mean ADC for all lesions and peripheral zone lesions (P = .0001). CONCLUSION/CONCLUSIONS:When whole-lesion histograms were used to derive ADC parameters, 10th percentile ADC correlated with Gleason score better than did other ADC parameters, suggesting that 10th percentile ADC may prove to be optimal for differentiating low-grade from intermediate- or high-grade prostate cancer with diffusion-weighted MR imaging.
PMID: 24475824
ISSN: 1527-1315
CID: 5451782
How to assess background activity: introducing a histogram-based analysis as a first step for accurate one-step PET quantification
Burger, Irene A; Vargas, Hebert A; Beattie, Brad J; Goldman, Debra A; Zheng, Junting; Larson, Steven M; Humm, John L; Schmidtlein, Charles R
Many common PET segmentation methods for malignant lesions use surrounding background activity as a reference. To date, background has to be measured by drawing a second volume of interest (VOI) in nearby, undiseased tissue. This is time consuming as two VOIs have to be determined for each lesion. The aim of our study was to analyse whether background activity in different organs and body regions could be calculated from the tumour VOI by histogram analyses. The institutional review board waived informed consent for this retrospective study. For each of the following tumour types and areas - head and neck (neck), lung, hepatic metastasis (liver), melanoma (skin), and cervix (pelvis) - 10 consecutive patients with biopsy-proven tumours who underwent (18)F-fluorodeoxyglucose-PET in January 2012 were retrospectively selected. One lesion was selected and two readers drew a cubical VOI around the lesion (VOItumour) and over the background (VOIBG). The mean value of VOIBG was compared with the mode of the histogram, using equivalence testing with an equivalence margin of ±0.5 SUV. Inter-reader agreement was analysed for the mean background, and the mode of the VOItumour histogram was assessed using the concordance correlation coefficient. For both readers, the mode of VOItumour was equivalent to the mean of VOIBG (P<0.0001 for R1 and R2). The inter-reader agreement was almost perfect, with a concordance correlation coefficient of greater than 0.92 for both the mode of VOItumour and the mean of VOIBG. Background activity determined within a tumour VOI using histogram analysis is equivalent to separately measured mean background values, with an almost perfect inter-reader agreement. This could facilitate PET quantification methods based on background values without increasing workload.
PMID: 24300380
ISSN: 1473-5628
CID: 5451752
PET quantification with a histogram derived total activity metric: superior quantitative consistency compared to total lesion glycolysis with absolute or relative SUV thresholds in phantoms and lung cancer patients
Burger, Irene A; Vargas, Hebert Alberto; Apte, Aditya; Beattie, Bradley J; Humm, John L; Gonen, Mithat; Larson, Steven M; Ross Schmidtlein, C
INTRODUCTION/BACKGROUND:The increasing use of molecular imaging probes as biomarkers in oncology emphasizes the need for robust and stable methods for quantifying tracer uptake in PET imaging. The primary motivation for this research was to find an accurate method to quantify the total tumor uptake. Therefore we developed a histogram-based method to calculate the background subtracted lesion (BSL) activity and validated BSL by comparing the quantitative consistency with the total lesion glycolysis (TLG) in phantom and patient studies. METHODS:A thorax phantom and a PET-ACR quality assurance phantom were scanned with increasing FDG concentrations. Volumes of interest (VOIs) were placed over each chamber. TLG was calculated with a fixed threshold at SUV 2.5 (TLG2.5) and a relative threshold at 42% of SUVmax (TLG42%). The histogram for each VOI was built and BSL was calculated. Comparison with the total injected FDG activity (TIA) was performed using concordance correlation coefficients (CCC) and the slope (a). Fifty consecutive patients with FDG-avid lung tumors were selected under an IRB waiver. TLG42%, TLG2.5 and BSL were compared to the reference standard calculating CCC and the slope. RESULTS:In both phantoms, the CCC for lesions with a TIA ≤50ml*SUV between TIA and BSL was higher and the slope closer to 1 (CCC=0.933, a=1.189), than for TLG42% (CCC=0.350, a=0.731) or TLG2.5 (CCC=0.761, a=0.727). In 50 lung lesions BSL had a slope closer to 1 compared to the reference activity than TLG42% (a=1.084 vs 0.618 - for high activity lesions) and also closer to 1 than TLG2.5 (a=1.117 vs 0.548 - for low activity lesions). CONCLUSION/CONCLUSIONS:The histogram based BSL correlated better with TIA in both phantom studies than TLG2.5 or TLG42%. Also in lung tumors, the BSL activity is overall more accurate in quantifying the lesion activity compared to the two most commonly applied TLG quantification methods.
PMCID:4455601
PMID: 24666719
ISSN: 1872-9614
CID: 5451792
Role of Molecular Imaging in the Era of Personalized Medicine: A Review
Chapter by: Sala, Evis; Vargas, Hebert Alberto; Donati, Olivio F; Weber, Wolfgang A; Hricak, Hedvig
in: Functional imaging in oncology by Luna, Antonio; et al [Eds]
Berlin : Springer, 2014
pp. 43-58
ISBN: 9783642404115
CID: 5455602
Malignant Tumors of the Uterus
Chapter by: Vargas, H Alberto; Spencer, John A
in: Diseases of the Abdomen and Pelvis : Diagnostic Imaging and Interventional Techniques by Holder, J; et al [Eds]
Milan : Springer, [2014]
pp. 161-167
ISBN: 978-88-470-5659-6
CID: 5455582
PET Imaging in Prostate Cancer
Chapter by: Vargas, H Alberto
in: Diseases of the Abdomen and Pelvis : Diagnostic Imaging and Interventional Techniques by Holder, J; et al [Eds]
Milan : Springer, [2014]
pp. 261-268
ISBN: 978-88-470-5659-6
CID: 5455592
Endometrial Cancer
Chapter by: Vargas, Hebert Alberto; Di Paolo, Pier Luigi; Afaq, Asim; Akin, Oguz
in: Atlas of gynecologic oncology imaging by
New York : Springer, c2014
pp. 33-62
ISBN: 9781461472117
CID: 5455552
Ovarian cancer
Chapter by: Vargas, Hebert Alberto; Di Paolo, Pier Luigi; Afaq, Asim; Akin, Oguz
in: Atlas of gynecologic oncology imaging by
New York : Springer, c2014
pp. 1-
ISBN: 9781461472117
CID: 5455542
Imaging treated prostate cancer
De Visschere, P J L; Vargas, H A; Ost, P; De Meerleer, G O; Villeirs, G M
In patients with a clinical suspicion of recurrence after treatment for prostate cancer, imaging can be used to distinguish between local recurrence and metastatic disease. Multiparametric magnetic resonance imaging (mpMRI) of the prostate may be a valuable imaging modality for the detection and localization of local recurrence in patients treated for prostate cancer. In mpMRI, morphological T2-weighted images are combined with functional MRI techniques including diffusion-weighted imaging, dynamic contrast-enhanced imaging, and magnetic resonance spectroscopic imaging to improve accuracy. In this paper, the current status of imaging techniques used to detect and to localize tumor recurrence in patients treated for prostate cancer will be reviewed, with emphasis on mpMRI for local prostate cancer recurrence.
PMID: 23604966
ISSN: 1432-0509
CID: 5451642
MRI findings of radiation-induced changes in the urethra and periurethral tissues after treatment for prostate cancer
Marigliano, Chiara; Donati, Olivio F; Vargas, Hebert Alberto; Akin, Oguz; Goldman, Debra A; Eastham, James A; Zelefsky, Michael J; Hricak, Hedvig
PURPOSE/OBJECTIVE:To assess radiotherapy (RT)-induced changes in the urethra and periurethral tissues after treatment for prostate cancer (PCa). METHODS AND MATERIALS/METHODS:This retrospective study included 108 men (median age, 64 years; range, 43-87 years) who received external-beam radiotherapy (EBRT) and/or brachytherapy for PCa and underwent endorectal-coil MRI of the prostate within 180 days before RT and a median of 20 months (range, 2-62 months) after RT. On all MRIs, two readers independently measured the urethral length (UL) and graded the margin definition (MD) of the urethral wall and the signal intensities (SIs) of the urethral wall and pelvic muscles on 4-point scales. RESULTS:The mean urethral length decreased significantly from pre- to post-RT MRI (from 15.2 to 12.6mm and from 14.4 to 12.9 mm for readers 1 and 2, respectively; both p-values <0.0001). Brachytherapy resulted in greater urethral shortening than EBRT. After RT, SI in the urethral wall increased in 57% (62/108) and 35% (38/108) of patients (readers 1 and 2, respectively). The frequency and magnitude of SI increase in pelvic muscles depended on muscle location. In the obturator internus muscle, SI increased more often after EBRT than after brachytherapy, while in the periurethral levator ani muscle SI increased more often after brachytherapy than after EBRT. CONCLUSION/CONCLUSIONS:After RT for PCa, MRI shows urethral shortening and increased SI of the urethral wall and pelvic muscles in substantial percentages of patients.
PMCID:5714318
PMID: 24119430
ISSN: 1872-7727
CID: 5451722