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Nomogram for the prediction of primary distant metastasis of nasopharyngeal carcinoma to guide individualized application of FDG PET/CT

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European Journal of Nuclear Medicine and Molecular Imaging Aims and scope Submit manuscript

Abstract

Purpose

This study aimed to establish an effective nomogram to predict primary distant metastasis (DM) in patients with nasopharyngeal carcinoma (NPC) to guide the application of PET/CT.

Methods

In total, 3591 patients with pathologically confirmed NPC were consecutively enrolled. The nomogram was constructed based on 1922 patients treated between 2007 and 2014. Multivariate logistical regression was applied to identify the independent risk factors of DM. The predictive value of the nomogram was evaluated using the concordance index (C-index), calibration curve, probability density functions (PDFs), and clinical utility curve (CUC). The results were validated in 1669 patients enrolled from 2015 to 2016. Net reclassification improvement (NRI) was applied to compare performances of the nomogram with other clinical factors. The best cut-off value of the nomogram chosen for clinical application was analyzed.

Results

A total of 355 patients showed primary DM among 3591 patients, yielding an incidence rate of 9.9%. Sex, N stage, EBV DNA level, lactate dehydrogenase level, and hemoglobin level were independent predictive factors for primary DM. C-indices in the training and validation cohort were 0.796 (95% CI, 0.76–0.83) and 0.779 (95% CI, 0.74–0.81), respectively. The NRI indices demonstrated that this model had better predictive performance than plasma EBV DNA level and N stage. We advocate for a threshold probability of 3.5% for guiding the application of PET/CT depending on the clinical utility analyses.

Conclusion

This nomogram is a useful tool to predict primary DM of NPC and guide the clinical application of PET/CT individually at the initial staging.

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References

  1. Chua MLK, Wee JTS, Hui EP, Chan ATC. Nasopharyngeal carcinoma. Lancet. 2016;387:1012–24.

    Article  Google Scholar 

  2. Chen YP, Chan ATC, Le QT, et al. Nasopharyngeal carcinoma. Lancet. 2019;394:64–80.

    Article  Google Scholar 

  3. Sun X, Liu S, Luo M, et al. The association between the development of radiation therapy, image technology, and chemotherapy, and the survival of patients with nasopharyngeal carcinoma: a cohort study from 1990 to 2012. Int J Radiat Oncol Biol Phys. 2019;105:581–90.

    Article  CAS  Google Scholar 

  4. Zou X, You R, Liu H, et al. Establishment and validation of M1 stage subdivisions for de novo metastatic nasopharyngeal carcinoma to better predict prognosis and guide treatment. Eur J Cancer. 2017;77:117–26.

    Article  Google Scholar 

  5. Chan OS, Ngan RK. Individualized treatment in stage IVC nasopharyngeal carcinoma. Oral Oncol. 2014;50:791–7.

    Article  Google Scholar 

  6. Tang LQ, Chen QY, Fan W, et al. Prospective study of tailoring whole-body dual-modality [18F]fluorodeoxyglucose positron emission tomography/computed tomography with plasma Epstein-Barr virus DNA for detecting distant metastasis in endemic nasopharyngeal carcinoma at initial staging. J Clin Oncol. 2013;31:2861–9.

    Article  CAS  Google Scholar 

  7. Yang L, Xia L, Wang Y, et al. Development and external validation of nomograms to predict the risk of skeletal metastasis at the time of diagnosis and skeletal metastasis-free survival in nasopharyngeal carcinoma. BMC Cancer. 2017;17:628.

    Article  Google Scholar 

  8. Xia W, Zhang H, Shi J, et al. A prognostic model predicts the risk of distant metastasis and death for patients with nasopharyngeal carcinoma based on pre-treatment serum C-reactive protein and N-classification. Eur J Cancer. 2013;1990(49):2152–60.

    Article  Google Scholar 

  9. Huang J, Fogg M, Wirth L, et al. Epstein-Barr virus-specific adoptive immunotherapy for recurrent, metastatic nasopharyngeal carcinoma. Cancer. 2017;123:2642–50.

    Article  CAS  Google Scholar 

  10. Xu C, Zhang Y, Peng L, et al. Optimal modality for detecting distant metastasis in primary nasopharyngeal carcinoma during initial staging: a systemic review and meta-analysis of 1774 patients. J Cancer. 2017;8:1238–48.

    Article  CAS  Google Scholar 

  11. Liu FY, Lin CY, Chang JT, et al. 18F-FDG PET can replace conventional work-up in primary M staging of nonkeratinizing nasopharyngeal carcinoma. J Nucl Med. 2007;48:1614–9.

    Article  Google Scholar 

  12. Chua M, Ong S, Wee J, et al. Comparison of 4 modalities for distant metastasis staging in endemic nasopharyngeal carcinoma. Head Neck. 2009;31:346–54.

    Article  Google Scholar 

  13. YY R, YC L, HB W, et al. Whole-body F-FDG PET/CT for M staging in the patient with newly diagnosed nasopharyngeal carcinoma: who needs? Eur J Radiol. 2017;89:200–7.

    Article  Google Scholar 

  14. H P LC, LL T, et al. Significant value of F-FDG-PET/CT in diagnosing small cervical lymph node metastases in patients with nasopharyngeal carcinoma treated with intensity-modulated radiotherapy. Chin J Cancer. 2017;36:95.

    Article  Google Scholar 

  15. Chang MC, Chen JH, Liang JA, et al. Accuracy of whole-body FDG-PET and FDG-PET/CT in M staging of nasopharyngeal carcinoma: a systematic review and meta-analysis. Eur J Radiol. 2013;82:366–73.

    Article  Google Scholar 

  16. National Comprehensive Cancer Network. Head and Neck Cancers (Version 3.2019). In. https://www.nccn.org/professionals/physician_gls/pdf/head-and-neck.pdf. September 16, 2019.

  17. Ren YY, Li YC, Wu HB, et al. Whole-body (18)F-FDG PET/CT for M staging in the patient with newly diagnosed nasopharyngeal carcinoma: who needs? Eur J Radiol. 2017;89:200–7.

    Article  Google Scholar 

  18. Liu FY, Chang JT, Wang HM, et al. [18F]fluorodeoxyglucose positron emission tomography is more sensitive than skeletal scintigraphy for detecting bone metastasis in endemic nasopharyngeal carcinoma at initial staging. J Clin Oncol. 2006;24:599–604.

    Article  Google Scholar 

  19. Ng SH, Chan SC, Yen TC, et al. Staging of untreated nasopharyngeal carcinoma with PET/CT: comparison with conventional imaging work-up. Eur J Nucl Med Mol Imaging. 2009;36:12–22.

    Article  Google Scholar 

  20. XS S, WH C, SL L, et al. Individualized concurrent chemotherapy by pretreatment plasma Epstein-Barr viral DNA in II-III stage nasopharyngeal carcinoma: a propensity score matching analysis using a large cohort. Cancer Med. 2019;8:4214–25.

    Article  Google Scholar 

  21. Delbeke D, Coleman RE, Guiberteau MJ, et al. Procedure guideline for tumor imaging with 18F-FDG PET/CT 1.0. J Nucl Med. 2006;47:885–95.

    PubMed  Google Scholar 

  22. Ng S, Yen T, Chang J, et al. Prospective study of [18F]fluorodeoxyglucose positron emission tomography and computed tomography and magnetic resonance imaging in oral cavity squamous cell carcinoma with palpably negative neck. J Clin Oncol. 2006;24:4371–6.

    Article  Google Scholar 

  23. Tang LQ, Li CF, Li J, et al. Establishment and validation of prognostic nomograms for endemic nasopharyngeal carcinoma. J Natl Cancer Inst. 2016:108.

  24. Lo YM, Chan AT, Chan LY, et al. Molecular prognostication of nasopharyngeal carcinoma by quantitative analysis of circulating Epstein-Barr virus DNA. Cancer Res. 2000;60:6878–81.

    CAS  PubMed  Google Scholar 

  25. Zenda S, Hironaka S, Boku N, et al. Impact of hemoglobin level on survival in definitive chemoradiotherapy for T4/M1 lymph node esophageal cancer. Dis Esophagus. 2008;21:195–200.

    Article  CAS  Google Scholar 

  26. Guo S, Tang L, Chen Q, et al. Is hemoglobin level in patients with nasopharyngeal carcinoma still a significant prognostic factor in the era of intensity-modulated radiotherapy technology? PLoS One. 2015;10:e0136033.

    Article  Google Scholar 

  27. Hsu P, Sabatini D. Cancer cell metabolism: Warburg and beyond. Cell. 2008;134:703–7.

    Article  CAS  Google Scholar 

  28. Long G, Tang W, Fu X, et al. Pre-treatment serum lactate dehydrogenase predicts distant metastasis and poor survival in nasopharyngeal carcinoma. J Cancer. 2019;10:3657–64.

    Article  CAS  Google Scholar 

  29. Oei R, Ye L, Kong F, et al. Pre-treatment serum lactate dehydrogenase is predictive of survival in patients with nasopharyngeal carcinoma undergoing intensity-modulated radiotherapy. J Cancer. 2018;9:54–63.

    Article  Google Scholar 

Download references

Funding

This study was funded by grants from the National Key R&D Program of China (2017YFC0908500, 2017YFC1309003), the National Natural Science Foundation of China (No. 82073003, No. 81425018, No. 81672868, No.81802775), the Sci-Tech Project Foundation of Guangzhou City (201707020039), the Sun Yat-sen University Clinical Research 5010 Program, the Special Support Plan of Guangdong Province (No. 2014TX01R145), the Natural Science Foundation of Guangdong Province (No.2017A030312003, No.2018A0303131004), the Natural Science Foundation of Guangdong Province for Distinguished Young Scholar(No. 2018B030306001), the Sci-Tech Project Foundation of Guangdong Province (No. 2014A020212103), the Health & Medical Collaborative Innovation Project of Guangzhou City (No. 201400000001, No. 201803040003), Pearl River S&T Nova Program of Guangzhou(No. 201806010135), the Planned Science and Technology Project of Guangdong Province (2019B020230002), the National Science & Technology Pillar Program during the Twelfth Five-year Plan Period (No. 2014BAI09B10), Natural Science Foundation of Guangdong Province (2017A030312003), and the Fundamental Research Funds for the Central Universities.

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Correspondence to Hai-Qiang Mai or Lin-Quan Tang.

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All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki Declaration and its later amendments or comparable ethical standards.

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Informed consent was obtained from all individual participants included in the study.

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This article is part of the Topical Collection on Oncology - Head and Neck

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Xiao, BB., Lin, DF., Sun, XS. et al. Nomogram for the prediction of primary distant metastasis of nasopharyngeal carcinoma to guide individualized application of FDG PET/CT. Eur J Nucl Med Mol Imaging 48, 2586–2598 (2021). https://doi.org/10.1007/s00259-020-05128-8

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  • DOI: https://doi.org/10.1007/s00259-020-05128-8

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