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Quantification of pulmonary disease activity in sarcoidosis measured with 18F-FDG PET/CT: SUVmax versus total lung glycolysis
EJNMMI Research volume 9, Article number: 54 (2019)
18F-FDG PET/CT has proven to be a reliable tool for therapy monitoring in sarcoidosis. Previous PET studies investigated the SUVmax as a marker for disease activity. Total lung glycolysis (TLuG) is a new tool, quantifying the glycolysis of the entire lung. Since SUVmax represents the maximum activity in only one pixel, we hypothesize that TLuG is a more accurate marker for active pulmonary disease and predictor of response than SUVmax.
In this retrospective cohort study, 27 patients started on infliximab for refractory pulmonary sarcoidosis. Patients received infliximab intravenously monthly at a dose of 5 mg/kg. We performed a lung function test and an 18F-FDG PET/CT before initiation of infliximab and after 6 months of treatment. SUVmax and TLuG were determined in the pre- and post-scan. Change in lung function was correlated with the change in SUVmax and TLuG and was correlated to the initial SUVmax and TLuG to evaluate the predictive value of the initial metabolic activity.
ΔSUVmax significantly correlated with ΔFVC (r = − 0.497, p = 0.008) and with ΔFEV1 (r = − 0.467, p = 0.014). Furthermore, ΔTLuG significantly correlated with ΔFVC (r = − 0.430, p = 0.025), ΔFEV1 (r = − 0.532, p = 0.004) and ΔDLCOc (r = − 0.423, p = 0.039). Change in SUVmax and TLuG significantly correlated (r = 0.735, p < 0.001). Initial SUVmax significantly correlated with the change in FVC and DLCOc. In addition, initial TLuG significantly correlated with the change in FEV1 and DLCOc.
A SUVmax > 7.5 at initiation of infliximab was predictive for 5% response in FVC, whereas SUVmax > 9.2 was predictive for 5% response in DLCOc. In addition, high TLuG > 4100 at initiation of infliximab was predictive for 5% response in FVC and FEV1 and TLuG > 4500 was predictive for response in DLCOc.
SUVmax and TLuG are equal in determining the response to infliximab in pulmonary sarcoidosis patients. Furthermore, SUVmax and TLuG at initiation of infliximab can predict change in lung function after treatment. Since TLuG is a more time-consuming tool, we recommend to use SUVmax of the lung parenchyma for response monitoring in pulmonary sarcoidosis.
Sarcoidosis is a granulomatous multi-systemic disease with both a heterogeneous presentation and clinical course . Several biomarkers are determined in the standard diagnostic work-up and follow-up of patients with sarcoidosis, like serum angiotensin-converting enzyme (ACE) and soluble interleukin 2 receptor (sIL-2R) in serum, as well as lymphocytes and CD4+/CD8+ ratio in bronchoalveolar lavage [2,3,4].
Maximum standardized uptake value (SUVmax) is the most commonly used semi-quantitative value of 18F-FDG PT/CT in sarcoidosis. In clinical oncology, total lesion glycolysis can additionally be used to quantify activity on 18F-FDG PET/CT. Total lesion glycolysis is measured as the product of the mean standardized uptake value (SUVmean) and the metabolic volume of the lesion. Total lesion glycolysis is used in the standard follow-up in patients with malignancies for response rating after treatment . Furthermore, total lesion glycolysis has proven to be a better prognostic marker than SUVmax in patients with malignancies . As SUVmax is only derived from activity in one pixel, it is insufficient to objectify the global inflammation of the lungs. Total lung glycolysis is a new tool that is a derivative of the total lesion glycolysis focused on the lungs.
To our knowledge, no studies have been performed investigating the response rate of sarcoidosis patients to infliximab using the semi-quantitative total glycolysis of the lung (TLuG). We hypothesize that determining the amount of inflammatory activity in pulmonary sarcoidosis will be more accurate by using TLuG than by SUVmax. The aim of our study is to compare the prognostic value of SUVmax and TLuG regarding the change in lung function in pulmonary sarcoidosis patients treated with infliximab.
This study is a retrospective cohort study consisting of 27 patients with refractory pulmonary sarcoidosis indicated for infliximab treatment. All consecutive patients started infliximab therapy between July 2010 and September 2015. Sarcoidosis was defined as refractory when organ damage persisted while receiving second-line immunosuppressive treatment or when second-line therapy had to be discontinued due to toxicity.
All patients received infliximab at a dose of 5 mg/kg intravenously at week 0, week 2 and thereafter every 4 weeks. Lung function and 18F-FDG PET/CT were routinely performed before and after the induction phase of 26 weeks. Sarcoidosis was diagnosed according to the guidelines of ATS/ERS/WASOG statement . The following data were extracted from patient records: gender, race, smoking history, organ involvement and Scadding stage. The study was approved by the investigational review board of St Antonius Hospital Nieuwegein (registration number LTME/Z-12.033 and acronym ORATS).
Lung function was performed before and 6 months after induction of infliximab. Lung function tests were performed using Master Screen Body (Jaeger ms-pft analyse unit, Würzberg, Germany). Forced vital capacity (FVC), forced expiratory volume in 1 s (FEV1) and diffusing capacity of the lung for carbon monoxide corrected for haemoglobin (DLCOc) were expressed as percentages of predicted. Furthermore, the change of the pulmonary function parameters after 26 weeks of infliximab treatment was measured and expressed as ΔFVC, ΔFEV1 and ΔDLCOc.
18F-FDG PET/CT was performed in accordance with the joint guideline of the Society of Nuclear Medicine and European Association of Nuclear Medicine . FDG PET/CT was performed with a Philips Gemini Time of Flight PET/CT scanner (Philips Medical Systems, Best, the Netherlands). The Department of Nuclear Medicine of the St Antonius Hospital is an EARL accredited PET/CT centre. Low-dose CT was used for attenuation correction and optimizing image interpretation. Reconstruction of the PET images is performed in accordance with the 3D–row action maximum likelihood algorithm protocol (RAMLA), applying four iterations with a 144 × 144 matrix.
A quadratic FDG dosage regimen was used based on the patient’s body weight with a minimum of 37 MBq and a maximum of 400 MBq. Emission scan was performed from the subinguinal region to the head.
The SUVmax was determined by two observers (RK and MS). The SUVmax was calculated in the lung parenchyma as described before . Region of interest (ROI) was drawn over the visually affected part of the organ to measure the SUVmax. ROI was drawn at the same lesion/area at baseline and follow-up scan after infliximab. ROI drawing was performed using the automatic ROI drawing tool in the Hermes Diagnostics programme (Hermes Medical Solutions, Stockholm, Sweden).
TLuG, the total lung glycolysis, is a derivative of the total lesion glycolysis (TLG). In contrast with TLG, focusing on a lesion, TLuG is focused on an organ, i.e. the lung.
The TLuG provides information regarding the cumulative metabolic activity in the lung parenchyma, as described previously in the paper of Adams et al. . TLuG was determined by two nuclear medicine physicians (RK and HA). The lung parenchyma is therefore our volume of interest (VOI) (Fig. 1). This VOI was determined semi-automatically by CT based on Hounsfield units (HU) in accordance with Adams et al. . VOI was measured by using a lung segmentation programme provided by Hermes Medical Solutions (Stockholm, Sweden). This CT-based VOI served as a demarcated volume in PET in which the total metabolic activity was measured, expressed as TLuG, SUVmean and SUVmax.
All analyses were performed using IBM SPSS Statistics 24. Continuous variables were expressed as mean ± standard deviation. Changes between baseline outcomes and outcomes after treatment with infliximab were analysed with the two-tailed paired t test. Correlation between the change in lung function (ΔFVC, ΔFEV1, ΔDLCOc) and change in SUVmax (ΔSUVmax) and TLuG (ΔTLuG) was measured by the Pearson correlation coefficient. Pearson correlation coefficient (expressed as r) of 0.9–1.00 was considered as a very high correlation, 0.7–0.9 high correlation, 0.5–0.7 moderate, 0.3–0.5 low and 0.00–0.30 negligible . The inter-observer variability for TLuG was measured with the intraclass correlation coefficient.
The optimal cut-off point of SUVmax and TLuG to predict 5% response in lung function (5% FVC, FEV1, DLCOc % of predicted) was found by maximizing the area under the curve (AUC) of the receiver operating characteristic (ROC) curve. Cut-off values of SUVmax and TLuG were selected with the maximum value of Youden index (Youden index = sensitivity + specificity − 1). Subsequently, we rounded these values to a clinically useful value.
Characteristics of all patients are presented in Table 1. 18F-FDG PET/CT and lung function at baseline and after 6 months of infliximab treatment were available from all 27 patients with pulmonary refractory sarcoidosis, with the exception of DLCOc in 3 patients.
Lung function parameters and both semi-quantitative metabolic values on 18F-FDG PET/CT, SUVmax and TLuG, at baseline and after 26 weeks of infliximab therapy, are shown in Table 2.
After 6 months of treatment with infliximab, FVC and FEV1 significantly increased, + 4.6% and + 5.1% predicted respectively (p = 0.009 and p = 0.001). Furthermore, the DLCOc increased with 2.4%; however, this did not reach significance.
Both SUVmax and TLuG in the lung parenchyma reduced significantly after therapy with infliximab. SUVmax decreased with 59% from 8.1 ± 4.9 to 3.3 ± 2.9 (p < 0.001). TLuG decreased with 51% from 5395 to 2641 (p < 0.001). There was a very high inter-observer agreement for TLuG measurements and SUVmax measurements, with an intraclass correlation coefficient of 0.963 (CI interval 0.917–0.983) (p < 0.001) for TLuG and an intraclass coefficient of 0.956 (CI interval 0.906–0.980) for SUVmax.
Correlation between quantification of inflammatory activity measured by 18F-FDG PET and lung function
Correlations between the change in SUVmax and TLuG and the change in lung function parameters are shown in Table 3.
Change in SUVmax and TLuG during infliximab therapy correlated significantly (r = 0.735, p < 0.001) (Fig. 2).
A significant correlation was found between ΔSUVmax and ΔFVC during therapy (r = − 0.497, p = 0.008) and between ΔSUVmax and ΔFEV1 (r = − 0.467, p = 0.014). No correlation was found between ΔSUVmax and ΔDLCOc.
ΔTLuG and ΔFVC as well as ΔTLuG and ΔDLCOc showed a correlation (r = − 0.430, p = 0.025; r = − 0.423, p = 0.039 respectively). In addition, a significant correlation was also found between ΔTLuG and ΔFEV1 (r = − 0.532, p = 0.004).
Prognostic value of baseline TLuG and SUVmax
Correlations between the baseline SUVmax and TLuG and the change of lung function parameters are shown in Table 4.
A significant correlation was found between baseline SUVmax and ΔFVC (r = 0.460, p = 0.016) as well as baseline SUVmax and ΔDLCOc (r = 0.513, p = 0.010). No correlation was found between baseline SUVmax and ΔFEV1.
No correlation was found between baseline TLuG and ΔFVC, although a significant correlation was found between baseline TLuG and ΔFEV1 (r = 0.430, p = 0.025) and baseline TLuG and ΔDLCOc (r = 0.453, p = 0.026).
ROC curves were determined in order to select the best cut-off value of SUVmax and TLuG to predict lung functional response of 5% predicted FVC, FEV1 and DLCOc.
The optimal cut-off value of SUVmax to predict a 5% response in FVC was 7.5, with an AUC of 0.773 (95% CI 0.594–0.951, p = 0.018). And the optimal cut-off value of SUVmax to predict 5% response in DLCOc was 9.2, with an AUC of 0.763 (95% CI 0.557–0.698, p = 0.034).
The optimal cut-off value of TLuG to predict response of 5% FVC and FEV1 was 4100, with an AUC of 0.739 (95% CI 0.540–0.937) and 0.739 (95% CI 0.544–0.934) (p = 0.038 and p = 0.035). Furthermore, the optimal cut-off value of TLuG to predict response of 5% DLCOc was 4500, with an AUC of 0.744 (95% CI 0.542–0.947, p = 0.049).
A discordant response was shown in only four patients (Table 5). One patient showed a decrease in SUVmax, whereas the TLuG increased. And in three patients, the SUVmax increased, whereas a decrease in TLuG was shown. Figure 3 shows an example of a patient with a discordant response.
In recent years, multiple studies in sarcoidosis patients have described the use of SUVmax to quantify the sarcoidosis activity on a 18F-FDG PET as a biomarker [16, 17]. TLuG was determined by two observers and showed a very high inter-observer agreement, which implicates that TLuG measurements are reliable. This study demonstrates that change in SUVmax and change in TLuG correlate with change in lung function. No significant difference in correlation coefficient was found. This indicates that both semi-quantitative values, SUVmax and TLuG, can be used to monitor respiratory response to third-line treatment in sarcoidosis with infliximab.
A discordant response in TLuG and SUVmax was seen in only 4 of the 27 patients, whereas we hypothesized that TLuG would be a more sensitive marker for response measuring than SUVmax.
The discordant response in those 4 patients could be due to different patterns of parenchymal involvement in pulmonary sarcoidosis. For example, in patients with diffuse alveolar sarcoidosis, TLuG might be a better parameter, whereas in patients with one or more dense parenchymal infiltrates with high metabolic activity, SUVmax could be a better reflection of disease activity. Moreover, a discordant response can be found in patients with extensive involvement of the lung parenchyma. When the extent of the lesion decreases after therapy, the TLuG decreases while the maximum intensity of 18F-FDG uptake in one pixel, i.e. SUVmax, may remain unchanged.
In the second part of our study, we evaluated the prognostic value of SUVmax and TLuG at baseline to predict the change in lung function during infliximab treatment. Earlier studies have already focused on the prognostic value of 18F-FDG PET/CT in sarcoidosis. Adams et al. showed that SUVmax is a predictor for future deterioration of the diffusing capacity of the lung .
This study has a few limitations. First, the small sample size of the cohort reduces the power of the study. Also, due to the retrospective design of this study, there were a few missing data. In addition, long-term follow-up data is only available from a part of the patients in the study cohort; therefore, it remains unknown if TLuG is predictive for disease relapse, as previously shown for SUVmax.
In conclusion, SUVmax and TLuG are both adequate markers to quantify the metabolic response to infliximab in pulmonary sarcoidosis patients. Both SUVmax and TLuG correlate with lung function change during therapy. In addition, SUVmax and TLuG can predict lung functional improvement to be achieved by infliximab.
In contrast with our hypothesis, TLuG was not superior compared to SUVmax. Based on these data, we recommend to use SUVmax over TLuG in evaluating sarcoidosis activity in the lung parenchyma.
- 18F-FDG PET/CT:
(18F) fluoro-2-deoxy-d-glucose-positron emission tomography/computed tomography
Area under the curve
- CD4+/CD8+ ratio:
Ratio of T helper cells (with the surface marker CD4) to cytotoxic T cells (with the surface marker CD8)
Diffusing capacity of the lung for carbon monoxide corrected for haemoglobin
Forced expiratory volume in 1 s
Forced vital capacity
Receiver operating characteristic
Soluble interleukin 2 receptor
Maximum standardized uptake value
Mean standardized uptake value
Total lesion glycolysis
Total lung glycolysis
Iannuzzi MC, Fontana JR. Sarcoidosis: Clinical presentation, immunopathogenesis, and therapeutics. JAMA. 2011;305(4):391–9. https://doi.org/10.1001/jama.2011.10.
De Smet D, Martens GA, Berghe BV, et al. Use of likelihood ratios improves interpretation of laboratory testing for pulmonary sarcoidosis. Am J Clin Pathol. 2010;134(6):939–47. https://doi.org/10.1309/AJCPNC7STHG0FWMP.
Grutters JC, Fellrath JM, Mulder L, Janssen R, van den Bosch JM, van Velzen-Blad H. Serum soluble interleukin-2 receptor measurement in patients with sarcoidosis: A clinical evaluation. Chest. 2003;124(1):186–95 doi: S0012-3692(15)36009-8 [pii].
Popevic S, Sumarac Z, Jovanovic D, et al. Verifying sarcoidosis activity: Chitotriosidase versus ACE in sarcoidosis - a case-control study. J Med Biochem. 2016;35(4):390–400. https://doi.org/10.1515/jomb-2016-0017.
Keijsers RG, Verzijlbergen FJ, Oyen WJ, et al. 18F-FDG PET, genotype-corrected ACE and sIL-2R in newly diagnosed sarcoidosis. Eur J Nucl Med Mol Imaging. 2009;36(7):1131–7. https://doi.org/10.1007/s00259-009-1097-x.
Mostard RL, Voo S, van Kroonenburgh MJ, et al. Inflammatory activity assessment by F18 FDG-PET/CT in persistent symptomatic sarcoidosis. Respir Med. 2011;105(12):1917–24. https://doi.org/10.1016/j.rmed.2011.08.012.
Teirstein AS, Machac J, Almeida O, Lu P, Padilla ML, Iannuzzi MC. Results of 188 whole-body fluorodeoxyglucose positron emission tomography scans in 137 patients with sarcoidosis. Chest. 2007;132(6):1949–53.
Nishiyama Y, Yamamoto Y, Fukunaga K, et al. Comparative evaluation of 18F-FDG PET and 67Ga scintigraphy in patients with sarcoidosis. J Nucl Med. 2006;47(10):1571–6.
Wahl RL, Jacene H, Kasamon Y, Lodge MA. From RECIST to PERCIST: Evolving considerations for PET response criteria in solid tumors. J Nucl Med. 2009;50(Suppl 1):122S–50S. https://doi.org/10.2967/jnumed.108.057307.
Liao S, Penney BC, Wroblewski K, et al. Prognostic value of metabolic tumor burden on 18F-FDG PET in nonsurgical patients with non-small cell lung cancer. Eur J Nucl Med Mol Imaging. 2012;39(1):27–38. https://doi.org/10.1007/s00259-011-1934-6.
Costabel U, Hunninghake GW. ATS/ERS/WASOG statement on sarcoidosis. sarcoidosis statement committee. american thoracic society. european respiratory society. world association for sarcoidosis and other granulomatous disorders. Eur Respir J. 1999;14(4):735–7.
Boellaard R, Delgado-Bolton R, Oyen WJ, et al. FDG PET/CT: EANM procedure guidelines for tumour imaging: Version 2.0. Eur J Nucl Med Mol Imaging. 2015;42(2):328–54. https://doi.org/10.1007/s00259-014-2961-x.
Vorselaars AD, Crommelin HA, Deneer VH, et al. Effectiveness of infliximab in refractory FDG PET-positive sarcoidosis. Eur Respir J. 2015;46(1):175–85. https://doi.org/10.1183/09031936.00227014.
Adams H. rooij R van, van moorsel CH, spee-dropkova M, Grutters1JC, keijsers RG. volumetric FDG PET analysis of global lung inflammation: New tool for precision medicine in pulmonary sarcoidosis? sarcoidosis vasc diffuse lung dis. 1 apr.2018;35(1):44.
Altman DG. Practical statistics for medical research. Boca Raton, FL: Chapman & Hall/CRC; 1991.
Cremers JP, Van Kroonenburgh MJ, Mostard RL, et al. Extent of disease activity assessed by 18F-FDG PET/CT in a dutch sarcoidosis population. Sarcoidosis Vasc Diffuse Lung Dis. 2014;31(1):37–45.
Sobic-Saranovic D, Grozdic I, Videnovic-Ivanov J, et al. The utility of 18F-FDG PET/CT for diagnosis and adjustment of therapy in patients with active chronic sarcoidosis. J Nucl Med. 2012;53(10):1543–9. https://doi.org/10.2967/jnumed.112.104380.
Keijsers RG, Verzijlbergen EJ, van den Bosch JM, et al. 18F-FDG PET as a predictor of pulmonary function in sarcoidosis. Sarcoidosis Vasc Diffuse Lung Dis. 2011;28(2):123–9.
The authors would like to thank Human Adams as the second observer of the total lung glycolysis.
The author(s) received no financial support for the research, authorship and/or publication of this article.
Availability of data and materials
The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.
Ethics approval and consent to participate
Our study involves human participants. The study was approved by the investigational review board of St Antonius Hospital Nieuwegein (registration number LTME/Z-12.33 and acronym ORATS). According to this protocol, no informed consent is needed. The study was in accordance with the Helsinki Declaration.
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Schimmelpennink, M.C., Vorselaars, A.D.M., Veltkamp, M. et al. Quantification of pulmonary disease activity in sarcoidosis measured with 18F-FDG PET/CT: SUVmax versus total lung glycolysis. EJNMMI Res 9, 54 (2019) doi:10.1186/s13550-019-0505-x
- 18F-FDG PET/CT
- Total lung glycolysis (TLuG)
- Standardized uptake value (SUVmax)