| Literature DB >> 26914696 |
Eugene J Teoh1,2, Daniel R McGowan3,4, Kevin M Bradley1, Elizabeth Belcher5, Edward Black5, Alastair Moore6, Annemarie Sykes6, Fergus V Gleeson1,2.
Abstract
PURPOSE: To investigate whether using a Bayesian penalised likelihood reconstruction (BPL) improves signal-to-background (SBR), signal-to-noise (SNR) and SUVmax when evaluating mediastinal nodal disease in non-small cell lung cancer (NSCLC) compared to ordered subset expectation maximum (OSEM) reconstruction.Entities:
Keywords: Bayesian; Lung cancer staging; Mediastinal nodes; PET reconstruction; PET-CT; Signal-to-noise
Mesh:
Substances:
Year: 2016 PMID: 26914696 PMCID: PMC4898597 DOI: 10.1007/s00330-016-4253-2
Source DB: PubMed Journal: Eur Radiol ISSN: 0938-7994 Impact factor: 5.315
Background standardised uptake value (SUV) analysis
| SUV parameter | OSEM mean (range) | BPL mean (range) | Paired t-test | |
|---|---|---|---|---|
| Mean difference (95 % CI) | p-value | |||
| Liver SUVmean | 2.2 (1.3–3.2) | 2.4 (1.3–3.4) | 0.17 (0.11–0.22) | <0.001 |
| Liver SUVmax | 2.9 (1.7–4.4) | 3.0 (1.7–4.2) | 0.04 (–0.05–0.13) | 0.349 |
| Liver SUVpeak | 2.4 (1.4–3.5) | 2.6 (1.4–3.7) | 0.17 (0.11–0.23) | <0.001 |
| Liver SUVsd | 0.22 (0.13–0.34) | 0.19 (0.12–0.27) | –0.022 (–0.013–0.032) | <0.001 |
| D. aorta SUVmean | 1.5 (1.0–2.2) | 1.6 (0.9–2.7) | 0.07 (0.02–0.13) | 0.006 |
| D. aorta SUVmax | 1.7 (1.2–2.7) | 1.8 (1.2–3.1) | 0.04 (–0.003–0.09) | 0.066 |
| D. aorta SUVsd | 0.13 (0.06–0.24) | 0.11 (0.05–0.23) | –0.018 (–0.007–0.028) | 0.001 |
| SNR | 10.4 (7.6–14.0) | 12.4 (8.2–16.7) | 2.0 (1.5–2.4) | <0.001 |
BPL Bayesian penalised likelihood reconstruction, OSEM ordered subset expectation maximum, CI confidence interval
Summary of maximum standardised uptake value (SUVmax), signal-to-noise (SNR), signal-to-background (SBR) and percentage difference in SUVmax across the entire cohort and classified according to histopathology
| All (n=112) | Positive (n=25) | Negative (n=87) | ||||
|---|---|---|---|---|---|---|
| OSEM | BPL | OSEM | BPL | OSEM | BPL | |
| SUVmax | ||||||
| Mean | 3.2 | 4.0 | 5.2 | 7.0 | 2.6 | 3.1 |
| Median | 2.4 | 2.9 | 3.4 | 4.4 | 2.3 | 2.8 |
| Range | 1.0 – 17.0 | 1.0 – 25.3 | 1.3 – 17.0 | 1.3 – 25.3 | 1.0 – 6.9 | 1.0 – 8.3 |
| Wilcoxon p value | <0.0001 | <0.0001 | <0.0001 | |||
| SNR | ||||||
| Mean | 27.7 | 40.9 | 43.4 | 73.7 | 23.2 | 31.5 |
| Median | 21.2 | 27.4 | 36.0 | 38.4 | 20.7 | 25.8 |
| Range | 6.0 – 131.0 | 5.2 – 281.4 | 9.1 – 131.0 | 16.1 – 281.4 | 6.0 – 67.5 | 5.2 – 106.5 |
| Wilcoxon p value | <0.0001 | <0.0001 | <0.0001 | |||
| SBR | ||||||
| Mean | 2.2 | 2.6 | 3.6 | 4.5 | 1.8 | 2.0 |
| Median | 1.8 | 1.9 | 2.9 | 3.0 | 1.7 | 1.9 |
| Range | 0.6 – 10.2 | 0.6 – 18.1 | 0.8 – 10.2 | 0.8 – 18.1 | 0.6 – 4.1 | 0.6 – 5.4 |
| Wilcoxon p value | <0.0001 | <0.001 | <0.0001 | |||
| %ΔSUVmax | ||||||
| Mean | 16.4 % | 23.7 % | 14.3% | |||
| Median | 14.6 % | 24.2 % | 13.4% | |||
| Range | -11.8 – 87.0 % | -3.0 – 87.0 % | -11.8 – 48.4% | |||
| Spearman p value (correlation vs size) | 0.0001 | <0.0001 | 0.125 | |||
| Mann-Whitney U p value | - | 0.032 | ||||
BPL Bayesian penalised likelihood reconstruction, OSEM ordered subset expectation maximum
Fig. 1Error bar chart plotting the mean maximum standardised uptake value (SUVmax) ± 1 SD on both reconstructions in the entire cohort and according to histopathology
Results of visual analysis of FDG uptake compared to semi-quantitative criteria
| Visual | Semi-quantitative | |
|---|---|---|
| Above (FDG +ve) / at background (FDG –ve) | ||
| OSEM | 52 / 60 | 104 / 8 |
| BPL | 64 / 48 | 102 / 10 |
| Concordant overall | 100 (89 %) | 110 (98 %) |
| Concordant with OSEM | 52 (100 %)/48 (80 %) | 102 (98 %)/8 (80 %) |
| Increased score / became FDG-positive | 12 (11 %) (2 histopathology positive, 10 negative) | 0 |
| Decreased score / became FDG-negative | 0 | 2 (2 %) (2 histopathology negative) |
*Node 1: OSEM SUVmax 1.5, Background SUVmean 1.4
BPL SUVmax 1.4 Background SUVmean 1.4
*Node 2: OSEM SUVmax 1.5 Background SUVmean 1.4
BPL SUVmax 1.6 Background SUVmean 1.6
BPL Bayesian penalised likelihood reconstruction, OSEM ordered subset expectation maximum, SUV standardised uptake value
Fig. 2Receiver operating characteristic (ROC) curves for detection of histopathologically positive lymph nodes with Bayesian penalised likelihood reconstruction (BPL) compared to ordered subset expectation maximum (OSEM). Optimum maximum standardised uptake value (SUVmax) thresholds for malignancy detection are indicated as SUVmax (sensitivity, specificity)
Diagnostic performance of ordered subset expectation maximum (OSEM) and Bayesian penalised likelihood reconstruction (BPL) in detecting malignant nodes based on (A) semi-quantitative analysis using a maximum standardised uptake value (SUVmax) threshold of 2.5, (B) optimum SUVmax threshold (3.0 and 4.0, respectively) and (C) visual analysis
| (A) SUVmax 2.5 | (B) Optimum SUVmax | (C) Visual | ||||
|---|---|---|---|---|---|---|
| OSEM | BPL | OSEM (3.0) | BPL (4.0) | OSEM | BPL | |
| All (n=112) | ||||||
| Sensitivity | 68.0 % | 72.0 % | 60.0 % | 56.0 % | 68.0 % | 76.0 % |
| Specificity | 56.3 % | 40.2 % | 75.9 % | 78.2 % | 59.8 % | 48.3 % |
| Accuracy | 58.9 % | 47.3 % | 72.3 % | 73.2 % | 61.6 % | 54.5 % |
Diagnostic performance of ordered subset expectation maximum (OSEM) and Bayesian penalised likelihood reconstruction (BPL) in detecting malignant nodes based on size, using optimum maximum standardised uptake value (SUVmax) threshold (3.0 and 4.0, respectively)
| Nodes > 10mm (n=24) | Nodes ≤ 10mm (n=88) | |||
|---|---|---|---|---|
| OSEM | BPL | OSEM | BPL | |
| Sensitivity | 100.0 % | 100.0 % | 28.6 % | 21.4 % |
| Specificity | 23.1 % | 23.1 % | 85.1 % | 87.8 % |
| Accuracy | 58.3 % | 58.3 % | 76.1 % | 77.3 % |
Fig. 3A histopathologically proven involved 8-mm node in station 5 in adenocarcinoma of the left upper lobe. Ordered subset expectation maximum (OSEM) maximum standardised uptake value (SUVmax) 3.8, increasing to 5.0 on Bayesian penalised likelihood reconstruction (BPL). The blood pool SUVmean difference was 0.1. All positron emission tomography (PET) images are displayed on SUV scale 0–6
Fig. 4A histopathologically proven involved 13-mm node in station 10L in a patient with squamous cell carcinoma. Ordered subset expectation maximum (OSEM) maximum standardised uptake value (SUVmax) 5.4, increasing to 7.7 on Bayesian penalised likelihood reconstruction (BPL), with a visually appreciable decrease in noise of the mediastinal blood pool. All positron emission tomography (PET) images are displayed on SUV scale 0–6