Abstract
Background
Metabolic tumour volume (MTV) measured on fluorodeoxyglucose F18 (FDG) positron emission tomography coupled with computed tomography (PET/CT) is a prognostic factor of advanced non-small cell lung cancer (NSCLC) treated by first-line immunotherapy. However, these tumours are often necrotic and the necrosis, which is hypometabolic in PET FDG, is not included in the MTV. The aim of this study was to evaluate the prognostic value of total tumour volume (TTV), adding necrotic tumour volume (NTV) to metabolic tumour volume (MTV).
Methods
We retrospectively included 65 patients with NSCLC treated with pembrolizumab as monotherapy. All patients had a pretreatment FDG PET/CT. PET/CT measured parameters were MTV, NTV and TTV. Clinical, biological and tumour parameters were also retrieved. Receiver operator characteristics (ROC) analysis was performed and overall survival at 1 year was studied using Kaplan–Meier and uni/multivariate Cox analysis.
Results
In the ROC analysis, MTV, NTV, TTV, age at diagnosis, polynuclear blood neutrophil, derived neutrophil/leukocyte ratio (dNLR), and haemoglobin had an area under the curve (AUC) significantly higher than 0.5. In Kaplan–Meier analysis, prognosis was worse for patients with high MTV (p = 0.02), high TTV (p = 0.003), high NTV (p = 0.014), low haemoglobin (p < 0.001), older people (p = 0.002), neutrophil polynucleosis (p < 0.001) and dNLR (p = 0.022). All these parameters, except age and neutrophil polynucleosis, were significant prognostic factors in univariate Cox analysis (p < 0.05). In a stepwise multivariate Cox analysis focused on PET parameters, the only significant parameter was TTV (HR = 3.66, p = 0.002) and in a stepwise multivariate Cox analysis exploring all the parameters, a model combining TTV, performance status and brain metastasis was found (p = 0.002).
Conclusions
TTV and NTV measured on pretreatment FDG PET/CT are significant prognosis factor for stage III–IV NSCLC treated by pembrolizumab and TTV could have a higher prognostic value than MTV.
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Data availability
The data that support the findings of this study are available from the corresponding author, P.D., upon reasonable request.
Abbreviations
- FDG:
-
18F-fluorodeoxyglucose
- ALK:
-
Anaplastic lymphoma kinase
- dNLR:
-
Derived neutrophil-to-lymphocyte radio
- EGFR:
-
Epidermal growth factor receptor
- ICI:
-
Immune checkpoint inhibitor
- MTV:
-
Metabolic tumour volume
- MTVR:
-
Metabolic-total volume ratio
- NTV:
-
Necrotic tumour volume
- NTVR:
-
Necrotic-total volume ratio
- NSCLC:
-
Non-small cell lung cancer
- OS:
-
Overall survival
- PS:
-
Performance status
- PET:
-
Positron emission tomography
- PD-1:
-
Programmed cell death 1
- PD-L:
-
Programmed death-ligand
- PFS:
-
Progression-free survival
- ROS1:
-
ROS proto-oncogene 1
- SUV:
-
Standardised uptake value
- SCLC:
-
Small cell lung cancers
- TTV:
-
Total tumour volume
- TPS:
-
Tumour proportion score
- WHO:
-
World Health Organization
References
Duma N, Santana-Davila R, Molina JR. Non-small cell lung cancer: epidemiology, screening, diagnosis, and treatment. Mayo Clin Proc. 2019;94:1623–40.
Wang S, Zimmermann S, Parikh K, Mansfield AS, Adjei AA. Current diagnosis and management of small-cell lung cancer. Mayo Clin Proc. 2019;94:1599–622.
Govindan R, Page N, Morgensztern D, Read W, Tierney R, Vlahiotis A, et al. Changing epidemiology of small-cell lung cancer in the United States over the last 30 years: analysis of the surveillance, epidemiologic, and end results database. J Clin Oncol. 2006;24:4539–44.
Brahmer J, Reckamp KL, Baas P, Crinò L, Eberhardt WEE, Poddubskaya E, et al. Nivolumab versus docetaxel in advanced squamous-cell non-small-cell lung cancer. N Engl J Med. 2015;373:123–35.
Borghaei H, Paz-Ares L, Horn L, Spigel DR, Steins M, Ready NE, et al. Nivolumab versus docetaxel in advanced nonsquamous non-small-cell lung cancer. N Engl J Med. 2015;373:1627–39.
Tambo Y, Sone T, Shibata K, Nishi K, Shirasaki H, Yoneda T, et al. Real-world efficacy of first-line pembrolizumab in patients with advanced or recurrent non-small-cell lung cancer and high PD-L1 tumor expression. Clin Lung Cancer. 2020;21:e366–79.
Garon EB, Rizvi NA, Hui R, Leighl N, Balmanoukian AS, Eder JP, et al. Pembrolizumab for the treatment of non-small-cell lung cancer. N Engl J Med. 2015;372:2018–28.
Reck M, Rodríguez-Abreu D, Robinson AG, Hui R, Csőszi T, Fülöp A, et al. Pembrolizumab versus chemotherapy for PD-L1-positive non-small-cell lung cancer. N Engl J Med. 2016;375:1823–33.
Mok TSK, Wu Y-L, Kudaba I, Kowalski DM, Cho BC, Turna HZ, et al. Pembrolizumab versus chemotherapy for previously untreated, PD-L1-expressing, locally advanced or metastatic non-small-cell lung cancer (KEYNOTE-042): a randomised, open-label, controlled, phase 3 trial. Lancet. 2019;393:1819–30.
Asamura H, Chansky K, Crowley J, Goldstraw P, Rusch VW, Vansteenkiste JF, et al. The International Association for the Study of Lung Cancer Lung Cancer Staging Project: proposals for the revision of the N descriptors in the forthcoming 8th edition of the TNM classification for lung cancer. J Thorac Oncol. 2015;10:1675–84.
Lim W, Ridge CA, Nicholson AG, Mirsadraee S. The 8th lung cancer TNM classification and clinical staging system: review of the changes and clinical implications. Quant Imaging Med Surg. 2018;8:709–18.
Popinat G, Cousse S, Goldfarb L, Becker S, Gardin I, Salaün M, et al. Sub-cutaneous Fat Mass measured on multislice computed tomography of pretreatment PET/CT is a prognostic factor of stage IV non-small cell lung cancer treated by nivolumab. Oncoimmunology. 2019;8: e1580128.
Mandrekar SJ, Schild SE, Hillman SL, Allen KL, Marks RS, Mailliard JA, et al. A prognostic model for advanced stage nonsmall cell lung cancer. Pooled analysis of North Central Cancer Treatment Group trials. Cancer. 2006;107:781–92.
Morita M, Tamiya M, Fujimoto D, Tamiya A, Suzuki H, Hirano K, et al. Prediction of patients with a tumor proportion score > 50% who do not respond to first-line monotherapy with pembrolizumab. BMC Cancer. 2020;20:93.
Russo A, Franchina T, Ricciardi GRR, Battaglia A, Scimone A, Berenato R, et al. Baseline neutrophilia, derived neutrophil-to-lymphocyte ratio (dNLR), platelet-to-lymphocyte ratio (PLR), and outcome in non small cell lung cancer (NSCLC) treated with Nivolumab or Docetaxel. J Cell Physiol. 2018;233:6337–43.
Mezquita L, Auclin E, Ferrara R, Charrier M, Remon J, Planchard D, et al. Association of the lung immune prognostic index with immune checkpoint inhibitor outcomes in patients with advanced non-small cell lung cancer. JAMA Oncol. 2018;4:351–7.
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-S150.
Goldfarb L, Duchemann B, Chouahnia K, Zelek L, Soussan M. Monitoring anti-PD-1-based immunotherapy in non-small cell lung cancer with FDG PET: introduction of iPERCIST. EJNMMI Res. 2019;9:8.
Decazes P, Bohn P. Immunotherapy by immune checkpoint inhibitors and nuclear medicine imaging: current and future applications. Cancers (Basel). 2020;12:371.
Kim J, Hong J, Kim SG, Hwang KH, Kim M, Ahn HK, et al. Prognostic value of metabolic tumor volume estimated by (18) F-FDG positron emission tomography/computed tomography in patients with diffuse large B-Cell lymphoma of stage II or III disease. Nucl Med Mol Imaging. 2014;48:187–95.
Wen W, Xuan D, Hu Y, Li X, Liu L, Xu D. Prognostic value of maximum standard uptake value, metabolic tumor volume, and total lesion glycolysis of positron emission tomography/computed tomography in patients with breast cancer: a systematic review and meta-analysis. PLoS ONE. 2019;14: e0225959.
Im H-J, Pak K, Cheon GJ, Kang KW, Kim S-J, Kim I-J, et al. Prognostic value of volumetric parameters of (18)F-FDG PET in non-small-cell lung cancer: a meta-analysis. Eur J Nucl Med Mol Imaging. 2015;42:241–51.
Seban R-D, Mezquita L, Berenbaum A, Dercle L, Botticella A, Le Pechoux C, et al. Baseline metabolic tumor burden on FDG PET/CT scans predicts outcome in advanced NSCLC patients treated with immune checkpoint inhibitors. Eur J Nucl Med Mol Imaging. 2019. https://doi.org/10.1007/s00259-019-04615-x.
Chang Y-L, Yang C-Y, Lin M-W, Wu C-T, Yang P-C. High co-expression of PD-L1 and HIF-1α correlates with tumour necrosis in pulmonary pleomorphic carcinoma. Eur J Cancer. 2016;60:125–35.
Koh YW, Lee SJ, Park SY. 18F-fluorodeoxyglucose positron emission tomography is correlated with the pathological necrosis and decreased microvessel density in lung adenocarcinomas. Ann Nucl Med. 2019;33:93–102.
Gürel D, Ulukuş Ç, Karaçam V, Ellidokuz H, Umay C, Öztop İ, et al. The prognostic value of morphologic findings for lung squamous cell carcinoma patients. Pathol Res Pract. 2016;212:1–9.
Swinson DEB, Jones JL, Richardson D, Cox G, Edwards JG, O’Byrne KJ. Tumour necrosis is an independent prognostic marker in non-small cell lung cancer: correlation with biological variables. Lung Cancer. 2002;37:235–40.
Adams HJA, de Klerk JMH, Fijnheer R, Dubois SV, Nievelstein RAJ, Kwee TC. Prognostic value of tumor necrosis at CT in diffuse large B-cell lymphoma. Eur J Radiol. 2015;84:372–7.
Rakheja R, Makis W, Tulbah R, Skamene S, Holcroft C, Nahal A, et al. Necrosis on FDG PET/CT correlates with prognosis and mortality in sarcomas. AJR Am J Roentgenol. 2013;201:170–7.
Doyeux K, Vauclin S, Hapdey S, Daouk J, Edet-Sanson A, Vera P, et al. Reproducibility of the adaptive thresholding calibration procedure for the delineation of 18F-FDG-PET-positive lesions. Nucl Med Commun. 2013;34:432–8.
Seban R-D, Assié J-B, Giroux-Leprieur E, Massiani M-A, Soussan M, Bonardel G, et al. Association of the metabolic score using baseline FDG-PET/CT and dNLR with immunotherapy outcomes in advanced NSCLC patients treated with first-line pembrolizumab. Cancers (Basel). 2020;12:2234.
Ashley Cox R, Akhurst T, Bressel M, MacManus M, Ball D. Survival and central photopenia detected by fluorine-18 fluoro-deoxy-glucose positron emission tomography (FDG-PET) in patients with locoregional non-small cell lung cancer treated with radiotherapy. Radiother Oncol. 2017;124:25–30.
Jreige M, Letovanec I, Chaba K, Renaud S, Rusakiewicz S, Cristina V, et al. 18F-FDG PET metabolic-to-morphological volume ratio predicts PD-L1 tumour expression and response to PD-1 blockade in non-small-cell lung cancer. Eur J Nucl Med Mol Imaging. 2019;46:1859–68.
Yıldırım F, Yurdakul AS, Özkaya S, Akdemir ÜÖ, Öztürk C. Total lesion glycolysis by 18F-FDG PET/CT is independent prognostic factor in patients with advanced non-small cell lung cancer. Clin Respir J. 2017;5:602–11.
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This study was performed in accordance with the Helsinki Declaration and local laws, and the protocol was approved by the Institutional Review Board of Henri Becquerel Center (n° 2003B). Patients were informed about the study and their right to oppose the use of the data.
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12149_2021_1694_MOESM1_ESM.png
Supplemental Figure 1. Plot representing clusters of Spearman’s correlations for PET parameters and clinoco-biological parameters. (PNG 214 KB)
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Supplemental Figure 2. ROC curves for PET parameters. AUC: area under the curve; threshold in dL for MTV, TTV and NTV; NTVR: ratio necrotic tumour volume without unit. (JPG 251 KB)
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Supplemental Figure 3. ROC curves for biological parameters and age. AUC: area under the curve; threshold in G/L for polynuclear neutrophils at baseline, in g/dL for hemoglobinemia at baseline, in year for age; dNLR: derived neutrophil-to lymphocyte ratio without unit. (JPG 251 KB)
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Eude, F., Guisier, F., Salaün, M. et al. Prognostic value of total tumour volume, adding necrosis to metabolic tumour volume, in advanced or metastatic non-small cell lung cancer treated with first-line pembrolizumab. Ann Nucl Med 36, 224–234 (2022). https://doi.org/10.1007/s12149-021-01694-5
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DOI: https://doi.org/10.1007/s12149-021-01694-5