Use of radiation therapy in metastatic nasopharyngeal cancer improves survival: a seer analysis

Use of radiation therapy in metastatic nasopharyngeal cancer improves survival: a seer analysis


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ABSTRACT Limited data indicated radiotherapy might provide survival benefits to patients with distantly metastatic nasopharyngeal carcinoma (mNPC). We used the Surveillance Epidemiology and


End Results database to examine the role of radiotherapy in the treatment of mNPC. Patients with mNPC at presentation diagnosed between 1988 and 2012 were enrolled. The outcome of interest


included overall survival (OS) and cancer-specific survival (CSS). A total of 679 patients with a median follow-up of 13 months were identified. Four hundred forty-eight patients received


radiotherapy and 231 did not. Radiotherapy was associated with significantly improved OS and CSS in both univariate and multivariate analyses. Weighted Cox regression by inverse probability


of treatment weighting (IPTW) using propensity score (PS) showed a 50% reduced risk of mortality in patients who received radiotherapy with regards to both OS (HR: 0.50, 95% CI: 0.41–0.60, p


 < 0.001) and CSS (HR: 0.50, 95% CI: 0.40–0.61, p < 0.001), respectively. Further, patients with a younger age (<65 year-old), diagnosed after 2003, with non-keratinizing carcinoma


or undifferentiated carcinoma, and who received surgery had better outcomes for both OS and CSS. Local radiotherapy was associated with improved survival in patients with mNPC. Our findings


warrant prospective investigation in clinical trials. SIMILAR CONTENT BEING VIEWED BY OTHERS IMPROVED OVERALL SURVIVAL IS ASSOCIATED WITH ADJUVANT CHEMOTHERAPY AFTER DEFINITIVE CONCURRENT


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Open access 29 April 2022 INTRODUCTION Nasopharyngeal cancer (NPC) is highly sensitive to both radiation therapy and chemotherapy. Radiation alone is the treatment of choice for early stage


NPC, and concurrent chemoradiation is the current standard for locoregionally advanced disease1. The prevailing use of intensity-modulated radiation therapy (IMRT) with or without


chemotherapy has significantly improved outcome after definitive treatment for NPC. However, approximately 10% of patients present with metastatic NPC (mNPC) at initial diagnosis, and an


additional 10% of patients develop metastatic failure after definitive treatment2. Metastatic NPC (mNPC) is an incurable condition. Based on the NCCN guideline for the management of head and


neck cancers3, cisplatin-based chemotherapy is considered its initial management choice for mNPC, and radiation therapy for the primary lesion is only recommended for patients who achieved


complete response after systemic chemotherapy. The addition of local therapy such as radiation to systemic chemotherapy for metastatic cancer has been practiced for a number of diseases with


success in improving treatment outcome including survival. Despite data demonstrating improved survival with tumor burden reduction using radiotherapy in metastatic foci4, 5 and primary


tumor6,7,8 in other malignancies, the recommended utilization of active radiotherapy or chemoradiation for mNPC patients by NCCN is not supported by any large-scale observational or


prospective studies. Potential benefit of radiotherapy was only suggested by case reports and retrospective series with limited sample size9,10,11. Therefore, we conducted a study using the


Surveillance, Epidemiology, and End Results (SEER) database to determine whether NPC patients diagnosed with distant metastasis who received radiation therapy had an improved survival


compared with patients who did not. MATERIALS AND METHODS PATIENTS The SEER registry, which captures 28% of the American population, contains information on patient demographics, tumor


characteristics, and choice of primary treatment modality12. We queried the SEER Registry using SEERSTAT version 8.2.1 to identify patients with metastatic NPC diagnosed from 1988 through


2012. Patients with nasopharyngeal carcinoma were identified by International Classification of Disease-O-3 (ICD-O-3) site codes C110-C119 and histologic codes 8010, 8020, 8070–8073, 8021


and 8082. Metastatic cases were defined as extent of disease (EOD-10) code 85 (for cases before 2004) and Collaborative staging metastasis at diagnosis (CS Mets at Dx) code 10, 40, 50 and 60


(for cases diagnosed at 2004 and after). Histology of NPC was classified into squamous cell carcinoma (ICD-O-3 codes 8070, 8071), non-keratinizing carcinoma (ICD-O-3 codes 8072, 8073),


undifferentiated carcinomas (ICD-O-3 codes 8020, 8021 and 8082) and not otherwise specified group (ICD-O-3 code 8010). Only patients treated with beam radiation (with or without other type


of radiotherapy) were included. Cases with missing data on the status of radiotherapy were excluded. STATISTICAL ANALYSIS The difference in baseline demographic characteristics between


patients treated with and without radiotherapy were compared by Pearson’s chi-squared test or Fisher’s exact test for categorical variables. Outcomes of interest included overall survival


(OS) and nasopharyngeal cancer-specific survival (CSS) based on complete-case analyses. For univariate analyses, Kaplan-Meier method with log-rank test and univariate Cox proportional


hazards (PH) model were used. Age, gender, race, histology, year of diagnosis, status of surgery and radiotherapy were included in the multivariate analysis by Cox PH model. Multiple


imputation by MICE was used for missing values regarding to race, grade, histology and surgery13. All available covariates, the log form of survival time, event indicator, as well as


cumulative hazard _H_ _0_ (_T_) were used as predictors for multiple imputation. Five imputed datasets were generated. Univariate and multivariate analyses by Cox regression were performed


on each imputed dataset. Results were then pooled by Rubin’s Rules. In order to balance the difference in the baseline characteristics between patients treated with and without radiotherapy,


inverse probability of treatment weighting (IPTW) using propensity score was applied14,15,16. Logistic regression was used to generate the propensity scores of the baseline characteristics.


The IPTW was defined as (Z/e) + [(1 − Z)/(1 − e)] (Z = 1 denotes radiotherapy received while Z = 0 denotes radiotherapy not received; e denotes propensity score)17. The IPTWs were then


stabilized to avoid extreme weights that may result in unreliable outcome18. Multivariate analyses were performed by Cox PH model with the IPTWs incorporated. Standardized mean difference


(SMD) was used to evaluate the balance of baseline characteristics before and after IPTW using PS. P values < 0.05 (2-sided) were considered statistically significant. All statistical


analyses were performed using R environment for statistical computing and graphics (version. 3.2.3). RESULTS DEMOGRAPHIC CHARACTERISTICS A total of 679 cases with metastatic NPC diagnosed


between 1988 and 2012 were identified. Among those, 448 patients (66.0%) received radiotherapy while 231 patients (34.0%) did not. The median follow-up was 13 months, and mortality occurred


in 513 (75.6%) patients. All baseline characteristics were summarized in Table 1. Patients less than 65 years old were more likely to receive radiotherapy (64.1% vs. 74.3%, p = 0.007). While


other characteristics were similar in groups with and without radiotherapy. SURVIVAL ANALYSES The results of univariate analyses by Cox regression were detailed in Table 2. Radiotherapy was


associated with significantly improved overall survival (HR: 0.50, 95% CI: 0.41–0.60, p < 0.001) and cancer-specific survival (HR: 0.50, 95% CI: 0.41–0.61, p < 0.001). In addition,


younger age (<65 years), disease diagnosed after 2004, races other than black and white, patients with non-keratinizing or undifferentiated carcinoma and patients who received surgery


were associated with significantly improved OS and CSS. Female patients had a better CSS than males. Races other than white and black showed an improved OS. Additionally, patients with tumor


grade IV had improved OS. KM survival curve for radiotherapy was shown in Fig. 1. Consistent to univariate analyses, multivariate analyses by Cox PH model showed radiotherapy was


independently associated with a 50% lower risk of mortality in regard to both OS (HR: 0.50, 95% CI: 0.42–0.61, p < 0.001) and CSS (HR: 0.50, 95% CI: 0.41–0.62, p < 0.001). Table 3


showed the results of un-weighted multivariate analyses of OS and CSS. Though chi-squared tests showed baseline characteristics were generally balanced except age, by examining the


standardized mean difference (SMD) of those variables between two groups, we observed two out of six variables had a SMD larger than 10%, while the others approached 10%, indicating possible


confounding (Table 4 and Fig. 2). Thus, we performed weighted Cox PH regression using IPTW derived from propensity score. After weighting, SMDs of all 6 variables were below 10%, indicating


baseline characteristics were more comparable in the weighted sample. Table 5 shows the results of weighted multivariate analyses using IPTW by PS. Similarly, a 50% reduced risk of


mortality was found for radiotherapy, for both OS (HR: 0.50, 95% CI: 0.41–0.60, p < 0.001) and CSS (HR: 0.50, 95% CI: 0.40–0.61, p < 0.001). An older age (≥65) was associated with an


91% increased risk of mortality for OS (HR: 1.91, 95% CI: 1.57–2.31, p < 0.001) and a 87% increased risk for CSS (HR: 1.87, 95% CI: 1.49–2.34, p < 0.001). Compared with earlier cases,


patients diagnosed between 2004–2012 had better OS (HR: 0.63, 95% CI: 0.53–0.76, p < 0.001) and CSS (HR: 0.66, 95% CI: 0.54–0.81, p < 0.001). Surgical resection was also related to


improved outcomes for both OS (HR: 0.58, 95% CI: 0.43–0.78, p < 0.001) and CSS (HR: 0.56, 95% CI: 0.39–0.80, p = 0.002). Compared to squamous cell carcinoma, patients with either


non-keratinizing carcinoma or undifferentiated carcinoma had a better OS (HR: 0.77, 95% CI: 0.63–0.96, p = 0.020) and CSS (HR: 0.75, 95% CI: 0.59–0.95, p = 0.016). Female patients had a


better CSS (HR: 0.78, 95% CI: 0.61–0.99, p = 0.045) but not OS (HR: 0.84, 95% CI: 0.69–1.03, p = 0.101). No significant difference was found between different races. DISCUSSION NPC is the


most commonly diagnosed head and neck malignancy in Southern China. Approximately 10% of patients are diagnosed with distant metastasis (i.e., Stage IVC). Although radiation therapy (or


combined chemoradiation therapy) are routinely used for the treatment of non-metastatic NPC, systemic chemotherapy remains the initial management of choice for patients diagnosed with


metastatic disease3. Despite the ability of chemotherapy to prolong survival and curtail disease-related symptoms, resistance to cytotoxic agents ultimately develops. The introduction of


multi-agent regimens with the addition of newer, more novel agents such as taxotere and gemcitabine to cisplatin has shown improvement in survival. Nevertheless, the 5-year overall survival


rate for patients with mNPC is only 20%11, 19, in stark contrast to >80% for patients diagnosed without meta stasis. Decreasing tumor burden using radiotherapy improves survival in a


number of malignancies. For example, local radiation therapy to the primary or metastatic disease improves survival in patients with metastatic breast cancer, renal cell carcinoma, prostate


cancer, lung cancer, and primary brain tumor4,5,6,7,8. Prospective data do not exist regarding a survival benefit for patients with mNPC undergoing treatment of the primary tumor. However,


results from a case series of 5 patients and retrospective studies with limited sample size suggested improved outcome in terms of long-term survival with radiation to the primary disease


focus in NPC patients presented with metastasis at diagnosis. In their retrospective study of 125 patients diagnosed with stage IVC mNPC between 1993 and 2001, Yeh _et al_. discovered that


the 1-year overall survival (OS) rates were 25%, 36%, and 48% for patients received no treatment, chemotherapy (CDDP/5-FU regimen) alone, or radiation therapy alone, respectively. The


authors did not study the effect of local therapy in mNPC patients treated with systemic chemotherapy, and interestingly, patients received radiotherapy alone to the head and neck area had


better OS than those received systemic chemotherapy10. Similar findings were reported in another retrospective study of 105 patients who were treated with chemotherapy followed by high-dose


chemo-radiation. The median survival of patients in this series was 25 months, and the 2-/5-year OS rates were 50% and 17%, respectively11. However, the authors did not compare the OS of


this group of patients with those who did not receive radiation therapy in the same institution. Further, the results of a SEER analysis of 177 patients with mNPC diagnosed at presentation


suggested that the use of radiation therapy improved OS as compared to those without19. The 5-year OS rates were 28% versus 3% (p < 0.0001) favoring the use of radiation therapy in mNPC


patients. Furthermore, the authors also concluded that younger age and non-white race were favorable prognostic factors for mNPC. However, that report was presented in an abstract format and


detailed knowledge of the analysis has never been published in a manuscript format. The number of patients included in the analysis was also limited and the treatment technology used might


be obsolete as only patients diagnosed from 1988 to 2002 were included. SEER is a comprehensive population-based database in the United States that includes disease stage at initial


diagnosis, initial treatments performed, and accurate data regarding patient survival. However, NPC is a much more commonly diagnosed disease in Southeastern Asia as compared to United


States. Nevertheless, SEER remains an ideal approach to studying the survival of patients diagnosed with mNPC especially in recent time periods due to the relative completeness of the data.


In the present analyses, we included a total of 679 patients diagnosed with mNPC at initial presentation from the 1988 to 2012 SEER database. These patients were treated in the “real-world”


setting as compared with potentially selected patients included in a clinical trial or single institutional experience. We chose to include only mNPC patients diagnosed between 1988 and


2012, it can be assumed that chemotherapy was widely used for patients with metastatic NPC during the time period. We discovered that the use of radiation therapy, to the primary disease


and/or the metastatic foci, significantly improved overall survival (OS) and cancer specific survival (CSS). These results were consistent with those of earlier unpublished SEER based


analyses, case reports, as well as those of the retrospective studies. Our SEER data analysis of 679 patients provides additional evidence (level of evidence: 2b). As such, we consider the


current recommendation from the NCCN guideline of radiation therapy in patients diagnosed with metastatic NPC after achieving CR to systemic chemotherapy is reasonable. Nevertheless, whether


it is appropriate to omit radiotherapy in patients who achieved partial response or stable disease after chemotherapy cannot be supported by our findings. Mechanisms underlying the survival


benefit of the local radiation therapy to mNPC remain unknown. Eliminating the primary tumor burden of nasopharyngeal cancer, which is close to the critical organs such as carotid arteries,


brain, and brainstem, and could reduce the probability of death by uncontrolled local disease progression. In addition, tumor burden reduction could reduce the primary or secondary source


of cancer cells for metastasis by “self-seeding”20. Studies have also demonstrated that increased serum EBV-DNA counts, an indicator of disease burden, is related to disease progression and


reduced survival21. Treatment of the primary or metastatic foci of NPC may therefore reduce the number of circulating tumor cells. Another potential mechanism in favor of radiation to local


disease foci could be removing tumor-promoting factors and immunosuppressive cytokines. Retrospective studies are inherited with pitfalls such as selection bias. For example, it is unclear


whether patients received radiotherapy in this cohort were healthier or have more symptoms that need symptomatic control. Certain variables unavailable from SEER database limited our


analysis and precluded controlling for any potential selection bias. These variables include site-specific codes for radiation therapy. Therefore, it is not possible to differentiate whether


the survival benefits were derived from irradiating the primary or metastatic foci. This question would be best answered in a large-scale retrospective study or prospective trial. Another


drawback is that the regimen/timing/dosage of chemotherapy and schedule of chemotherapy relative to radiation is unknown. The lack of chemotherapy details is especially important given the


influence of chemotherapy on mNPC progression and survival. However, as in our matched cohort, radiation and non-radiation groups were matched and comparable in terms of all demographic and


clinical characteristics. These characteristics were critical in determining the other variables including treatment modalities, thus the use of chemotherapy, which is considered the primary


treatment for NPC, would be expected to be similar between the 2 groups. SEER database also lacks information regarding the extent of the metastatic foci, an entity that undoubtedly


influences patient survival. In addition, we also have no data on patients’ performance status and comorbidity. Despite of these insufficiencies, it is clear to us that tumor burden


reduction from local therapy significantly improved overall survival in NPC patients diagnosed with metastasis, although further investigations are needed to understand the optimal


application of radiation therapy that can maximize such benefit. To our knowledge this is the first published population based study to evaluate the effectiveness of local RT in patients


with mNPC. However, we only addressed the patients presented with DM at initial diagnosis. For patients develop distant failure or both distant and local failure after definitive treatment


for their originally localized disease, whether radiation therapy to the metastatic foci (or both metastatic and local recurrent foci) at the time or recurrence provide a survival benefit


was not addressed in our study. Results from a number of studies have indicated that DM occurred after definitive treatment of NPC has better long-term survival as compared to those


presented at initial diagnosis22. Therefore, local treatment might be more important in salvaging NPC patients who failed distantly after definitive treatment. CONCLUSION Despite the


inherent limitations of this SEER-based study, our results suggest that radiation therapy provided to NPC patients with distant metastasis at diagnosis confers a survival benefit. Because of


the lack of site-specific EBRT codes, it was not possible to examine the difference of the survival advantage of radiation therapy to the primary or metastatic sites on patient survival.


Nevertheless, our results, in combination with results from other retrospective series, suggest that the recommendation of radiation therapy for local disease foci in the head and neck


region after sufficient disease control by chemotherapy from the NCCN guideline is reasonable. Nevertheless, large-scale retrospective studies or organized prospective clinical trials


designed not only to demonstrate a survival advantage with radiation of the primary tumor but also to identify patients most likely to benefit is necessary. REFERENCES * Al-Sarraf, M. How we


wrote a landmark nasopharyngeal intergroup phase III protocol in North America. _J Radiat Oncol_ 1, 95–98 (2012). Article  Google Scholar  * Lin, J. Adjuvant chemotherapy in advanced


nasopharyngeal carcinoma based on plasma EBV load. _J Radiat Oncol_ 1, 117–127 (2012). Article  CAS  Google Scholar  * NCCN Guidelines for Treatment of Head and Neck Cancers.


http://www.nccn.org/professionals/physician_gls/pdf/head-and-neck.pdf. * Majewski, W. _et al_. The efficacy of stereotactic radiotherapy for metastases from renal cell carcinoma. _Neoplasma_


63, 99–106 (2016). Article  CAS  PubMed  Google Scholar  * Zhu, H. _et al_. Thoracic radiation therapy improves the overall survival of patients with extensive-stage small cell lung cancer


with distant metastasis. _Cancer_ 117, 5423–5431 (2011). Article  PubMed  Google Scholar  * Cho, Y. _et al_. Does Radiotherapy for the Primary Tumor Benefit Prostate Cancer Patients with


Distant Metastasis at Initial Diagnosis? _PLoS One_ 11, e0147191 (2016). Article  PubMed  PubMed Central  Google Scholar  * Le Scodan, R. _et al_. Breast cancer with synchronous metastases:


survival impact of exclusive locoregional radiotherapy. _J Clin Oncol_ 27, 1375–1381 (2009). Article  PubMed  Google Scholar  * Nitta, T. & Sato, K. Prognostic implications of the extent


of surgical resection in patients with intracranial malignant gliomas. _Cancer_ 75, 2727–2731 (1995). Article  CAS  PubMed  Google Scholar  * Setton, J., Wolden, S., Caria, N. & Lee, N.


Definitive treatment of metastatic nasopharyngeal carcinoma: Report of 5 cases with review of literature. _Head Neck_ 34, 753–757 (2012). Article  PubMed  Google Scholar  * Yeh, S. A.,


Tang, Y., Lui, C. C. & Huang, E. Y. Treatment outcomes of patients with AJCC stage IVC nasopharyngeal carcinoma: benefits of primary radiotherapy. _Jpn J Clin Oncol_ 36, 132–136 (2006).


Article  PubMed  Google Scholar  * Lin, S. _et al_. Combined high-dose radiation therapy and systemic chemotherapy improves survival in patients with newly diagnosed metastatic


nasopharyngeal cancer. _Am J Clin Oncol_ 35, 474–479 (2012). Article  ADS  CAS  PubMed  Google Scholar  * Hankey, B. F., Ries, L. A. & Edwards, B. K. The surveillance, epidemiology, and


end results program: a national resource. _Cancer Epidemiol Biomarkers Prev_ 8, 1117–1121 (1999). CAS  PubMed  Google Scholar  * van Buuren, S. & Oudshoorn, K. Mice: Multivariate


imputation by chained equations in R. _Journal of Statistical Software_ 45 (2011). * Rosenbaum, P. & Rubin, D. The central role of the propensity score in observational studies for


causal effects _Biometrika_, 41–55 (1983). * Rosenbaum, P. Model-based direct adjustment. _J Amer Statist Assoc_, 387–394 (1987). * Austin, P. C. The performance of different propensity


score methods for estimating marginal hazard ratios. _Stat Med_ 32, 2837–2849 (2013). Article  MathSciNet  PubMed  Google Scholar  * Lunceford, J. K. & Davidian, M. Stratification and


weighting via the propensity score in estimation of causal treatment effects: a comparative study. _Stat Med_ 23, 2937–2960 (2004). Article  PubMed  Google Scholar  * Cole, S. R. &


Hernan, M. A. Constructing inverse probability weights for marginal structural models. _Am J Epidemiol_ 168, 656–664 (2008). Article  PubMed  PubMed Central  Google Scholar  * Dandona, M.


_et al_. Survival for nasopharyngeal cancer with distant metastatic disease at presentation [abstract]. _J Clin Oncol_ 27, (Suppl; abstr e17004) (2009). * Comen, E., Norton, L. &


Massague, J. Clinical implications of cancer self-seeding. _Nat Rev Clin Oncol_ 8, 369–377 (2011). PubMed  Google Scholar  * Lin, J. C. _et al_. Quantification of plasma Epstein-Barr virus


DNA in patients with advanced nasopharyngeal carcinoma. _N Engl J Med_ 350, 2461–2470 (2004). Article  CAS  PubMed  Google Scholar  * Teo, P. M., Kwan, W. H., Lee, W. Y., Leung, S. F. &


Johnson, P. J. Prognosticators determining survival subsequent to distant metastasis from nasopharyngeal carcinoma. _Cancer_ 77, 2423–2431 (1996). Article  CAS  PubMed  Google Scholar 


Download references AUTHOR INFORMATION AUTHORS AND AFFILIATIONS * Department of Radiation Oncology, Shanghai Proton and Heavy Ion Center, Shanghai, 201321, China Jiyi Hu, Jing Gao, Weixu Hu,


 Xiyin Guan & Jiade J. Lu * Department of Radiation Oncology, Shanghai Proton and Heavy Ion Center, Fudan University Cancer Hospital, Shanghai, 201321, China Lin Kong Authors * Jiyi Hu


View author publications You can also search for this author inPubMed Google Scholar * Lin Kong View author publications You can also search for this author inPubMed Google Scholar * Jing


Gao View author publications You can also search for this author inPubMed Google Scholar * Weixu Hu View author publications You can also search for this author inPubMed Google Scholar *


Xiyin Guan View author publications You can also search for this author inPubMed Google Scholar * Jiade J. Lu View author publications You can also search for this author inPubMed Google


Scholar CONTRIBUTIONS J.J.L. and L.K. planned the study. J.H., J.G., W.H. and X.G. queried the database and analyzed the data. J.J.L., L.K. and J.H. wrote the manuscript. J.J.L. and L.K.


supervised the entire study. All authors reviewd the manuscript. CORRESPONDING AUTHORS Correspondence to Lin Kong or Jiade J. Lu. ETHICS DECLARATIONS COMPETING INTERESTS The authors declare


that they have no competing interests. ADDITIONAL INFORMATION PUBLISHER'S NOTE: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional


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ARTICLE Hu, J., Kong, L., Gao, J. _et al._ Use of Radiation Therapy in Metastatic Nasopharyngeal Cancer Improves Survival: A SEER Analysis. _Sci Rep_ 7, 721 (2017).


https://doi.org/10.1038/s41598-017-00655-1 Download citation * Received: 30 April 2016 * Accepted: 09 March 2017 * Published: 07 April 2017 * DOI: https://doi.org/10.1038/s41598-017-00655-1


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