| Literature DB >> 26959748 |
Yen-Lin Liu1,2,3,4,5, Meng-Yao Lu4, Hsiu-Hao Chang4, Ching-Chu Lu6, Dong-Tsamn Lin4,7, Shiann-Tarng Jou4, Yung-Li Yang4,7, Ya-Ling Lee8, Shiu-Feng Huang9, Yung-Ming Jeng10, Hsinyu Lee11, James S Miser5,12, Kai-Hsin Lin4, Yung-Feng Liao3, Wen-Ming Hsu13,14, Kai-Yuan Tzen6,15.
Abstract
Neuroblastoma (NB) is a heterogeneous childhood cancer that requires multiple imaging modalities for accurate staging and surveillances. This study aims to investigate the utility of positron emission tomography (PET) with 18F-fluorodeoxyglucose (FDG) and 18F-fluoro-dihydroxyphenylalanine (FDOPA) in determining the prognosis of NB. During 2007-2014, forty-two NB patients (male:female, 28:14; median age, 2.0 years) undergoing paired FDG and FDOPA PET scans at diagnosis were evaluated for the maximum standardized uptake value (SUV(max)) of FDG or FDOPA by the primary tumor. Patients with older age, advanced stages, or MYCN amplification showed higher FDG and lower FDOPA SUV(max) (all P < 0.02). Receiver operating characteristics analysis identified FDG SUV(max) ≥ 3.31 and FDOPA SUV(max) < 4.12 as an ultra-high-risk feature (PET-UHR) that distinguished the most unfavorable genomic types, i.e. segmental chromosomal alterations and/or MYCN amplification, at a sensitivity of 81.3% (54.4%-96.0%) and a specificity of 93.3% (68.1%-99.8%). Considering with age, stage, MYCN status, and anatomical image-defined risk factor, PET-UHR was an independent predictor of inferior event-free survival (multivariate hazard ratio, 4.9 [1.9-30.1]; P = 0.012). Meanwhile, the ratio between FDG and FDOPA SUV(max) (G:D) correlated positively with HK2 (Spearman's ρ = 0.86, P < 0.0001) and negatively with DDC (ρ = -0.58, P = 0.02) gene expression levels, which might suggest higher glycolytic activity and less catecholaminergic differentiation in NB tumors taking up higher FDG and lower FDOPA. In conclusion, the intensity of FDG and FDOPA uptake on diagnostic PET scans may predict the tumor behavior and complement the current risk stratification systems of NB.Entities:
Keywords: FDG; FDOPA; copy number alterations; neuroblastoma; positron emission tomography
Mesh:
Substances:
Year: 2016 PMID: 26959748 PMCID: PMC4951328 DOI: 10.18632/oncotarget.7933
Source DB: PubMed Journal: Oncotarget ISSN: 1949-2553
Patient characteristics and tumor uptake of FDG and FDOPA
| Characteristics | No. | FDG Uptake | FDOPA Uptake | G:D Ratio | |||
|---|---|---|---|---|---|---|---|
| 42 | 4.07 (2.76–6.36) | 3.54 (2.79–5.03) | – | 1.40 (0.75–1.89) | – | ||
| 0.35 | 0.46 | 0.73 | |||||
| Female | 14 | 3.25 (2.49–5.64) | 3.53 (2.32–4.72) | 1.29 (0.75–1.75) | |||
| Male | 28 | 4.53 (2.84–6.99) | 3.54 (2.94–6.09) | 1.40 (0.66–2.25) | |||
| < 18 months | 18 | 2.83 (2.24–5.09) | 5.06 (2.96–6.65) | 0.79 (0.35–1.59) | |||
| ≥ 18 months | 24 | 5.09 (3.56–7.60) | 3.28 (2.59–3.70) | 1.64 (1.09–2.61) | |||
| 1/2/3/4S | 6/1/9/1 | 2.77 (1.94–4.29) | 5.00 (3.46–6.67) | 0.61 (0.32–1.26) | |||
| 4 | 25 | 5.16 (3.40–7.31) | 3.09 (2.43–3.61) | 1.67 (1.04–2.56) | |||
| 0.11 | |||||||
| Non-amplified | 33 | 3.79 (2.64–5.11) | 3.59 (2.95–5.30) | 0.99 (0.57–1.63) | |||
| Amplified | 9 | 6.85 (5.64–8.17) | 3.24 (2.04–3.66) | 1.86 (1.69–2.90) | |||
| Numerical | 11 | 2.68 (2.1–3.0) | 5.49 (4.12–7.34) | 0.43 (0.27–0.78) | |||
| Segmental | 7 | 5.01 (3.48–5.76) | 3.58 (3.33–3.70) | 1.35 (0.99–1.61) | |||
| | 9 | 6.85 (5.64–8.17) | 3.24 (2.04–3.66) | 1.86 (1.69–2.90) | |||
| Flat/IGF2 | 3/1 | 6.38 (1.73–12.45) | 3.95 (2.14–6.19) | 1.29 (0.51–3.63) | |||
| 0.70 | 0.95 | 0.67 | |||||
| UNB/PDNB | 9/26 | 4.10 (3.03–6.19) | 3.58 (2.85–5.00) | 1.44 (0.78–1.86) | |||
| DNB/GNBi | 3/2 | 2.72 (1.75–11.38) | 3.48 (2.39–5.76) | 0.92 (0.58–2.84) | |||
| NB, unspecified | 2 | – | – | – | |||
| Low | 7 | 2.30 (1.62–2.77) | 5.49 (4.12–6.72) | 0.43 (0.27–0.98) | |||
| Intermediate | 5 | 3.03 (2.04–7.72) | 6.62 (4.06–9.10) | 0.61 (0.26–1.33) | |||
| High | 30 | 5.11 (3.44–7.17) | 3.28 (2.55–3.69) | 1.64 (1.06–2.43) | |||
| 0.97 | 0.69 | 0.78 | |||||
| Adrenal | 29 | 4.05 (2.70–6.94) | 3.48 (2.43–5.24) | 1.49 (0.64–2.34) | |||
| RP/Med | 11/2 | 4.10 (3.11–5.47) | 3.59 (2.91–4.61) | 1.35 (0.89–1.74) | |||
| 0.24 | |||||||
| 0 | 15 | 2.77 (1.80–5.60) | 4.12 (2.45–6.47) | 0.98 (0.22–0.97) | |||
| ≥ 1 | 27 | 4.59 (3.32–7.03) | 3.41 (2.85–4.09) | 1.61 (0.80–2.33) |
Presented as median (interquartile range).
By two-tailed Kruskal-Wallis test; P values in bold font indicate significance.
These categories were not included in statistical analyses.
Abbreviations: CR = complete response after induction chemotherapy; DNB = differentiating neuroblastoma; GNBi, ganglioneuroblastoma, intermixed; G:D = the ratio between the SUVmax of FDG and FDOPA; GTR = gross total resection; IDRF, image-defined risk factor; IGF2 = Beckwith-Wiedemann syndrome with IGF2 microdeletion; IQR = interquartile range; Med = mediastinal; NA = second operation was not attempted due to ongoing chemotherapy or disease progression; NB = neuroblastoma; PDNB = poorly-differentiated neuroblastoma; RP = retroperitoneal; UNB = undifferentiated neuroblastoma; GNBi = ganglioneuroblastoma, intermixed.
Figure 1Diagnostic PET imaging with FDG and FDOPA
Representative maximum intensity projection images of FDG and FDOPA PET scans in a 4-year-old girl with stage 4, MYCN-amplified neuroblatoma at diagnosis. Both scans identified the main tumor (T) with multiple metastases. FDG PET detected more bony lesions in the right humerus and pelvis (arrows), while FDOPA PET provided better contrast to define skull base lesions (arrowhead).
Figure 2FDG and FDOPA uptake by primary NB tumors and their association with genomic types
(A) Scatter plot of FDG and FDOPA uptake by primary NB tumors (n = 42) with clinical characteristics annotated. (B) The three major genomic types of NB showed distinctive FDG and FDOPA uptake patterns. Dashed lines indicate the cutoff value identified by ROC analysis. (C–F) ROC analysis of tumor uptake in classifying the poor-risk Seg+ and MNA+ genomic types. Abbreviations: AUC = area under curve; BWS, Beckwith–Wiedemann syndrome with IGF2 microdeletion; CNA = copy number alterations; MNA+ = M = MYCN amplification; Num+ = N = numerical chromosomal alterations; ROC, receiver operating characteristics; Seg+ = S = segmental chromosomal alterations; St 4 = stage 4.
Diagnostic power of tumor uptake parameters in predicting the unfavorable genomic types* of neuroblastoma
| Statistics (95% CI) | FDG Uptake (SUVmax ≥ 3.31) | FDOPA Uptake (SUVmax < 4.12) | G:D Ratio (≥ 1.09) | PET-UHR |
|---|---|---|---|---|
| TP/FN FP/TN | 15/1 4/11 | 14/2 4/11 | 14/2 2/13 | 13/3 1/14 |
| Sensitivity | 93.8% (69.8%–99.8%) | 87.5% (61.7%–98.4%) | 87.5% (61.7%–98.4%) | 81.3% (54.4%–96.0%) |
| Specificity | 73.3% (44.9%–92.2%) | 73.3% (44.9%–92.2%) | 86.7% (59.5%–98.3%) | 93.3% (68.1%–99.8%) |
| ROC area | 0.83 | 0.78 | 0.89 | 0.87 |
| Positive Predictive Value | 78.9% (54.4%–93.9%) | 77.8% (52.4%–93.6) | 87.5% (61.7%–98.4%) | 92.9% (66.1%–99.8%) |
| Negative Predictive Value | 91.7% (61.5%–99.8%) | 84.6% (54.6%–98.1%) | 86.7% (59.5%–98.3%) | 82.4% (56.6%–96.2%) |
Including segmental chromosomal alterations (n = 7) and MYCN amplification (n = 9) among 31 patients with genomic data.
†Defined by FDG SUVmax ≥ 3.31 and FDOPA SUVmax < 4.12.
The areas under ROC curves of FDG, FDOPA, and G:D are significantly different (χ = 6.78; P = 0.03).
Estimated by (Sensitivity + Specificity) / 2.
Abbreviations: TP = true positive; TN = true negative; FP = false positive; FN = false negative; ROC = receiver operating characteristic.
Figure 3Treatment outcome between patients with different tumor uptake intensity on FDG and FDOPA PET scans
Survival curves were compared by FDG uptake (EFS, (A) and OS, (B), FDOPA uptake (EFS, (C) and OS, (D), G:D ratio (EFS, (E) and OS, (F), and PET-defined ultra-high-risk (PET-UHR, FDG SUVmax ≥ 3.31 and FDOPA SUVmax < 4.12; EFS, (G) and OS, (H).
Cox proportional hazard modeling of event-free survival
| Variable | Univariate | Multivariate | ||||
|---|---|---|---|---|---|---|
| HR | 95% CI | HR | 95% CI | |||
| Age ≥ 18 months | 4.6 | 1.5–13.7 | 0.006 | 0.8 | 0.2–2.8 | 0.741 |
| Stage 4 | 10.1 | 2.4–45.6 | 0.002 | 7.4 | 1.5–35.4 | 0.012 |
| 4.0 | 1.6–10.1 | 0.004 | 4.2 | 1.5–11.9 | 0.006 | |
| IDRF+ | 2.1 | 0.8–5.7 | 0.145 | 0.6 | 0.2–1.8 | 0.382 |
| PET-UHR | 6.9 | 2.3–20.8 | 0.001 | 4.9 | 1.4–16.9 | 0.012 |
| FDGhi (SUVmax ≥ 3.31) | 8.1 | 1.9–35.0 | 0.005 | |||
| FDOPAlo (SUVmax < 4.12) | 7.5 | 1.8–32.4 | 0.007 | |||
| Higher G:D ratio (≥ 1.09) | 6.3 | 2.1–19.2 | 0.001 | |||
Abbreviations: 95%CI = 95% confindence interval; HR = hazard ratio; IDRF+ = presence of image-defined risk factor(s); PET-UHR = ultra-high-risk tumor uptake pattern on FDG and FDOPA PET, defined as FDG SUVmax ≥ 3.31 and FDOPA SUVmax < 4.12.
Figure 4The FDG:FDOPA ratio of tumor uptake and gene expression
G:D correlated positively with the hexokinase 2 (HK2) (A) and negatively with DOPA decarboxylase (DDC) (B) expression levels. The x axis represents the relative folds of target gene expression normalized to the geometric mean of HPRT1 and SDHA transcript levels serving as controls.