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Published in: BMC Oral Health 1/2022

Open Access 01-12-2022 | Research article

Nomogram predicting long-term overall and cancer-specific survival of patients with buccal mucosa cancer

Authors: Fengze Wang, Jiao Wen, Shuaishuai Cao, Xinjie Yang, Zihui Yang, Huan Li, Haifeng Meng, Florian M. Thieringer, Jianhua Wei

Published in: BMC Oral Health | Issue 1/2022

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Abstract

Background

Few models about the personalized prognosis evaluation of buccal mucosa cancer (BMC) patients were reported. We aimed to establish predictive models to forecast the prognosis of BMC patients.

Methods

The complete clinicopathological information of BMC patients from the surveillance, epidemiology and end results program was collected and reviewed retrospectively. Two nomograms were established and validated to predict long-term overall survival (OS) and cancer-specific survival (CSS) of BMC patients based on multivariate Cox regression survival analysis.

Results

1155 patients were included. 693 and 462 patients were distributed into modeling and validation groups with 6:4 split-ratio via a random split-sample method. Based on the survival analysis, independent prognostic risk factors (variables that can be used to estimate disease recovery and relapse chance) influencing OS and CSS were obtained to establish nomograms. Then, we divided the modeling group into high- and low-risk cohorts. The low-risk cohort had improved OS and CSS compared to the high-risk cohort, which was statistically significant after the Log-rank test (p < 0.05). Furthermore, we used the concordance index (C-index), calibration curve to validate the nomograms, showing high accuracy. The decision curve analyses (DCA) revealed that the nomograms had evident clinical value.

Conclusions

We constructed two credible nomogram models, which would give the surgeons reference to provide an individualized assessment of BMC patients.
Appendix
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Literature
1.
go back to reference Warnakulasuriya S. Global epidemiology of oral and oropharyngeal cancer. Oral Oncol. 2009;45:309–16.PubMedCrossRef Warnakulasuriya S. Global epidemiology of oral and oropharyngeal cancer. Oral Oncol. 2009;45:309–16.PubMedCrossRef
2.
go back to reference Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A. Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2018;68:394–424.PubMedCrossRef Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A. Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2018;68:394–424.PubMedCrossRef
3.
go back to reference Thompson L. World Health Organization classification of tumours: pathology and genetics of head and neck tumours. Ear Nose Throat J. 2006;85:74.PubMedCrossRef Thompson L. World Health Organization classification of tumours: pathology and genetics of head and neck tumours. Ear Nose Throat J. 2006;85:74.PubMedCrossRef
4.
go back to reference Liao CT, Wen YW, Lee SR, Liu TW, Tsai ST, Tsai MH, et al. Clinical outcomes of Taiwanese patients with cT4 oral cavity squamous cell carcinoma: toward the identification of the optimal initial treatment approach for cT4b patients. Ann Surg Oncol. 2017;24:785–93.PubMedCrossRef Liao CT, Wen YW, Lee SR, Liu TW, Tsai ST, Tsai MH, et al. Clinical outcomes of Taiwanese patients with cT4 oral cavity squamous cell carcinoma: toward the identification of the optimal initial treatment approach for cT4b patients. Ann Surg Oncol. 2017;24:785–93.PubMedCrossRef
5.
go back to reference Trivedi NP. Oral cancer involving masticator space (T4b): review of literature and future directions. Head Neck. 2018;40:2288–94.PubMedCrossRef Trivedi NP. Oral cancer involving masticator space (T4b): review of literature and future directions. Head Neck. 2018;40:2288–94.PubMedCrossRef
6.
go back to reference Camilon PR, Stokes WA, Fuller CW, Nguyen SA, Lentsch EJ. Does buccal cancer have worse prognosis than other oral cavity cancers? Laryngoscope. 2014;124:1386–91.PubMedCrossRef Camilon PR, Stokes WA, Fuller CW, Nguyen SA, Lentsch EJ. Does buccal cancer have worse prognosis than other oral cavity cancers? Laryngoscope. 2014;124:1386–91.PubMedCrossRef
7.
go back to reference Lubek JE, Dyalram D, Perera EH, Liu X, Ord RA. A retrospective analysis of squamous carcinoma of the buccal mucosa: an aggressive subsite within the oral cavity. J Oral Maxillofac Surg. 2013;71:1126–31.PubMedCrossRef Lubek JE, Dyalram D, Perera EH, Liu X, Ord RA. A retrospective analysis of squamous carcinoma of the buccal mucosa: an aggressive subsite within the oral cavity. J Oral Maxillofac Surg. 2013;71:1126–31.PubMedCrossRef
8.
go back to reference Zanoni DK, Montero PH, Migliacci JC, Shah JP, Wong RJ, Ganly I, et al. Survival outcomes after treatment of cancer of the oral cavity (1985–2015). Oral Oncol. 2019;90:115–21.PubMedPubMedCentralCrossRef Zanoni DK, Montero PH, Migliacci JC, Shah JP, Wong RJ, Ganly I, et al. Survival outcomes after treatment of cancer of the oral cavity (1985–2015). Oral Oncol. 2019;90:115–21.PubMedPubMedCentralCrossRef
9.
go back to reference Edge SB, Compton CC. The American Joint Committee on Cancer: the 7th edition of the AJCC cancer staging manual and the future of TNM. Ann Surg Oncol. 2010;17:1471–4.PubMedCrossRef Edge SB, Compton CC. The American Joint Committee on Cancer: the 7th edition of the AJCC cancer staging manual and the future of TNM. Ann Surg Oncol. 2010;17:1471–4.PubMedCrossRef
10.
go back to reference Jan JC, Hsu WH, Liu SA, Wong YK, Poon CK, Jiang RS, et al. Prognostic factors in patients with buccal squamous cell carcinoma: 10-year experience. J Oral Maxillofac Surg. 2011;69:396–404.PubMedCrossRef Jan JC, Hsu WH, Liu SA, Wong YK, Poon CK, Jiang RS, et al. Prognostic factors in patients with buccal squamous cell carcinoma: 10-year experience. J Oral Maxillofac Surg. 2011;69:396–404.PubMedCrossRef
11.
go back to reference Lo WL, Kao SY, Chi LY, Wong YK, Chang RC. Outcomes of oral squamous cell carcinoma in Taiwan after surgical therapy: factors affecting survival. J Oral Maxillofac Surg. 2003;61:751–8.PubMedCrossRef Lo WL, Kao SY, Chi LY, Wong YK, Chang RC. Outcomes of oral squamous cell carcinoma in Taiwan after surgical therapy: factors affecting survival. J Oral Maxillofac Surg. 2003;61:751–8.PubMedCrossRef
13.
go back to reference Rocco B, Sighinolfi MC, Sandri M, Puliatti S, Bianchi G. A novel nomogram for predicting ECE of prostate cancer. BJU Int. 2018;122:916–8.PubMedCrossRef Rocco B, Sighinolfi MC, Sandri M, Puliatti S, Bianchi G. A novel nomogram for predicting ECE of prostate cancer. BJU Int. 2018;122:916–8.PubMedCrossRef
14.
go back to reference Jin C, Cao J, Cai Y, Wang L, Liu K, Shen W, et al. A nomogram for predicting the risk of invasive pulmonary adenocarcinoma for patients with solitary peripheral subsolid nodules. J Thorac Cardiovasc Surg. 2017;153:462-469.e1.PubMedCrossRef Jin C, Cao J, Cai Y, Wang L, Liu K, Shen W, et al. A nomogram for predicting the risk of invasive pulmonary adenocarcinoma for patients with solitary peripheral subsolid nodules. J Thorac Cardiovasc Surg. 2017;153:462-469.e1.PubMedCrossRef
15.
go back to reference Wang F, Zhang H, Wen J, Zhou J, Liu Y, Cheng B, et al. Nomograms forecasting long-term overall and cancer-specific survival of patients with oral squamous cell carcinoma. Cancer Med. 2018;7:943–52.PubMedPubMedCentralCrossRef Wang F, Zhang H, Wen J, Zhou J, Liu Y, Cheng B, et al. Nomograms forecasting long-term overall and cancer-specific survival of patients with oral squamous cell carcinoma. Cancer Med. 2018;7:943–52.PubMedPubMedCentralCrossRef
16.
go back to reference Wang F, Wen J, Yang X, Jia T, Du F, Wei J. Applying nomograms based on the surveillance, epidemiology and end results database to predict long-term overall survival and cancer-specific survival in patients with oropharyngeal squamous cell carcinomas: a case-control research. Medicine (Baltimore). 2020;99:e20703.CrossRef Wang F, Wen J, Yang X, Jia T, Du F, Wei J. Applying nomograms based on the surveillance, epidemiology and end results database to predict long-term overall survival and cancer-specific survival in patients with oropharyngeal squamous cell carcinomas: a case-control research. Medicine (Baltimore). 2020;99:e20703.CrossRef
17.
go back to reference Lydiatt WM, Patel SG, Osullivan B, Brandwein MS, Ridge JA, Migliacci JC, et al. Head and Neck cancers-major changes in the American Joint Committee on cancer eighth edition cancer staging manual. CA Cancer J Clin. 2017;67:122–37.PubMedCrossRef Lydiatt WM, Patel SG, Osullivan B, Brandwein MS, Ridge JA, Migliacci JC, et al. Head and Neck cancers-major changes in the American Joint Committee on cancer eighth edition cancer staging manual. CA Cancer J Clin. 2017;67:122–37.PubMedCrossRef
18.
go back to reference Zumsteg ZS, Cook-Wiens G, Yoshida E, Shiao SL, Lee NY, Mita A, et al. Incidence of oropharyngeal cancer among elderly patients in the United States. JAMA Oncol. 2016;2:1617–23.PubMedCrossRef Zumsteg ZS, Cook-Wiens G, Yoshida E, Shiao SL, Lee NY, Mita A, et al. Incidence of oropharyngeal cancer among elderly patients in the United States. JAMA Oncol. 2016;2:1617–23.PubMedCrossRef
19.
go back to reference Chhetri DK, Rawnsley JD, Calcaterra TC. Carcinoma of the buccal mucosa. Otolaryngol Head Neck Surg. 2000;123:566–71.PubMedCrossRef Chhetri DK, Rawnsley JD, Calcaterra TC. Carcinoma of the buccal mucosa. Otolaryngol Head Neck Surg. 2000;123:566–71.PubMedCrossRef
20.
go back to reference Warnakulasuriya S, Dietrich T, Bornstein MM, Casals PE, Preshaw PM, Walter C, et al. Oral health risks of tobacco use and effects of cessation. Int Dent J. 2010;60:7–30.PubMed Warnakulasuriya S, Dietrich T, Bornstein MM, Casals PE, Preshaw PM, Walter C, et al. Oral health risks of tobacco use and effects of cessation. Int Dent J. 2010;60:7–30.PubMed
21.
go back to reference Singh M, Sircar K, Tandon A, Chowdhry A, Popli DB. The role of tobacco as an etiological agent for oral cancer: cytomorphometrical analysis of the buccal mucosa in tobacco users. Dent Res J (Isfahan). 2014;11:649–55. Singh M, Sircar K, Tandon A, Chowdhry A, Popli DB. The role of tobacco as an etiological agent for oral cancer: cytomorphometrical analysis of the buccal mucosa in tobacco users. Dent Res J (Isfahan). 2014;11:649–55.
22.
go back to reference Gupta PC, Murti PR, Bhonsle RB, Mehta FS, Pindborg JJ. Effect of cessation of tobacco use on the incidence of oral mucosal lesions in a 10-yr follow-up study of 12,212 users. Oral Dis. 1995;1:54–8.PubMedCrossRef Gupta PC, Murti PR, Bhonsle RB, Mehta FS, Pindborg JJ. Effect of cessation of tobacco use on the incidence of oral mucosal lesions in a 10-yr follow-up study of 12,212 users. Oral Dis. 1995;1:54–8.PubMedCrossRef
23.
go back to reference Fang FM, Leung SW, Huang CC, Liu YT, Wang CJ, Chen HC, et al. Combined-modality therapy for squamous carcinoma of the buccal mucosa: treatment results and prognostic factors. Head Neck. 1997;19:506–12.PubMedCrossRef Fang FM, Leung SW, Huang CC, Liu YT, Wang CJ, Chen HC, et al. Combined-modality therapy for squamous carcinoma of the buccal mucosa: treatment results and prognostic factors. Head Neck. 1997;19:506–12.PubMedCrossRef
24.
go back to reference Auluck A, Hislop G, Poh C, Zhang L, Rosin MP. Areca nut and betel quid chewing among South Asian immigrants to Western countries and its implications for oral cancer screening. Rural Remote Health. 2009;9:1118.PubMedPubMedCentral Auluck A, Hislop G, Poh C, Zhang L, Rosin MP. Areca nut and betel quid chewing among South Asian immigrants to Western countries and its implications for oral cancer screening. Rural Remote Health. 2009;9:1118.PubMedPubMedCentral
25.
26.
go back to reference Lin CS, Jen YM, Cheng MF, Lin YS, Su WF, Hwang JM, et al. Squamous cell carcinoma of the buccal mucosa: an aggressive cancer requiring multimodality treatment. Head Neck. 2006;28:150–7.PubMedCrossRef Lin CS, Jen YM, Cheng MF, Lin YS, Su WF, Hwang JM, et al. Squamous cell carcinoma of the buccal mucosa: an aggressive cancer requiring multimodality treatment. Head Neck. 2006;28:150–7.PubMedCrossRef
27.
go back to reference Coppen C, de Wilde PC, Pop LA, van den Hoogen FJ, Merkx MA. Treatment results of patients with a squamous cell carcinoma of the buccal mucosa. Oral Oncol. 2006;42:795–9.PubMedCrossRef Coppen C, de Wilde PC, Pop LA, van den Hoogen FJ, Merkx MA. Treatment results of patients with a squamous cell carcinoma of the buccal mucosa. Oral Oncol. 2006;42:795–9.PubMedCrossRef
28.
go back to reference Bachar G, Goldstein DP, Barker E, Lea J, O’Sullivan B, Brown DH, et al. Squamous cell carcinoma of the buccal mucosa: outcomes of treatment in the modern era. Laryngoscope. 2012;122:1552–7.PubMedCrossRef Bachar G, Goldstein DP, Barker E, Lea J, O’Sullivan B, Brown DH, et al. Squamous cell carcinoma of the buccal mucosa: outcomes of treatment in the modern era. Laryngoscope. 2012;122:1552–7.PubMedCrossRef
29.
go back to reference Fujita M, Nagashima K, Takahashi S, Suzuki K, Fujisawa T, Hata A. Handheld flow meter improves COPD detectability regardless of using a conventional questionnaire: a split-sample validation study. Respirology. 2020;25:191–7.PubMedCrossRef Fujita M, Nagashima K, Takahashi S, Suzuki K, Fujisawa T, Hata A. Handheld flow meter improves COPD detectability regardless of using a conventional questionnaire: a split-sample validation study. Respirology. 2020;25:191–7.PubMedCrossRef
30.
go back to reference Gallina A, Chun FK, Briganti A, Shariat SF, Montorsi F, Salonia A, et al. Development and split-sample validation of a nomogram predicting the probability of seminal vesicle invasion at radical prostatectomy. Eur Urol. 2007;52:98–105.PubMedCrossRef Gallina A, Chun FK, Briganti A, Shariat SF, Montorsi F, Salonia A, et al. Development and split-sample validation of a nomogram predicting the probability of seminal vesicle invasion at radical prostatectomy. Eur Urol. 2007;52:98–105.PubMedCrossRef
31.
go back to reference Huang CH, Chu ST, Ger LP, Hou YY, Sun CP. Clinicopathologic evaluation of prognostic factors for squamous cell carcinoma of the buccal mucosa. J Chin Med Assoc. 2007;70:164–70.PubMedCrossRef Huang CH, Chu ST, Ger LP, Hou YY, Sun CP. Clinicopathologic evaluation of prognostic factors for squamous cell carcinoma of the buccal mucosa. J Chin Med Assoc. 2007;70:164–70.PubMedCrossRef
32.
go back to reference Bobdey S, Sathwara J, Jain A, Saoba S, Balasubramaniam G. Squamous cell carcinoma of buccal mucosa: an analysis of prognostic factors. South Asian J Cancer. 2018;7:49–54.PubMedPubMedCentralCrossRef Bobdey S, Sathwara J, Jain A, Saoba S, Balasubramaniam G. Squamous cell carcinoma of buccal mucosa: an analysis of prognostic factors. South Asian J Cancer. 2018;7:49–54.PubMedPubMedCentralCrossRef
34.
go back to reference Lin CY, Lee LY, Huang SF, Kang CJ, Fan KH, Wang HM, et al. Treatment outcome of combined modalities for buccal cancers: unilateral or bilateral neck radiation? Int J Radiat Oncol Biol Phys. 2008;70:1373–81.PubMedCrossRef Lin CY, Lee LY, Huang SF, Kang CJ, Fan KH, Wang HM, et al. Treatment outcome of combined modalities for buccal cancers: unilateral or bilateral neck radiation? Int J Radiat Oncol Biol Phys. 2008;70:1373–81.PubMedCrossRef
35.
go back to reference Fang QG, Shi S, Li ZN, Zhang X, Liua FY, Xu ZF, et al. Squamous cell carcinoma of the buccal mucosa: analysis of clinical presentation, outcome and prognostic factors. Mol Clin Oncol. 2013;1:531–4.PubMedPubMedCentralCrossRef Fang QG, Shi S, Li ZN, Zhang X, Liua FY, Xu ZF, et al. Squamous cell carcinoma of the buccal mucosa: analysis of clinical presentation, outcome and prognostic factors. Mol Clin Oncol. 2013;1:531–4.PubMedPubMedCentralCrossRef
36.
go back to reference Pillai V, Yadav V, Kekatpure V, Trivedi N, Chandrashekar NH, Shetty V, et al. Prognostic determinants of locally advanced buccal mucosa cancer: do we need to relook the current staging criteria? Oral Oncol. 2019;95:43–51.PubMedCrossRef Pillai V, Yadav V, Kekatpure V, Trivedi N, Chandrashekar NH, Shetty V, et al. Prognostic determinants of locally advanced buccal mucosa cancer: do we need to relook the current staging criteria? Oral Oncol. 2019;95:43–51.PubMedCrossRef
37.
go back to reference Bobdey S, Mair M, Nair S, Nair D, Balasubramaniam G, Chaturvedi P. A nomogram based prognostic score that is superior to conventional TNM staging in predicting outcome of surgically treated T4 buccal mucosa cancer: time to think beyond TNM. Oral Oncol. 2018;81:10–5.PubMedCrossRef Bobdey S, Mair M, Nair S, Nair D, Balasubramaniam G, Chaturvedi P. A nomogram based prognostic score that is superior to conventional TNM staging in predicting outcome of surgically treated T4 buccal mucosa cancer: time to think beyond TNM. Oral Oncol. 2018;81:10–5.PubMedCrossRef
38.
go back to reference Van Calster B, Wynants L, Verbeek J, Verbakel JY, Christodoulou E, Vickers AJ, et al. Reporting and interpreting decision curve analysis: a guide for investigators. Eur Urol. 2018;74:796–804.PubMedPubMedCentralCrossRef Van Calster B, Wynants L, Verbeek J, Verbakel JY, Christodoulou E, Vickers AJ, et al. Reporting and interpreting decision curve analysis: a guide for investigators. Eur Urol. 2018;74:796–804.PubMedPubMedCentralCrossRef
39.
go back to reference Ribeiro KC, Kowalski LP, Latorre MR. Impact of comorbidity, symptoms, and patients’ characteristics on the prognosis of oral carcinomas. Arch Otolaryngol Head Neck Surg. 2000;126:1079–85.PubMedCrossRef Ribeiro KC, Kowalski LP, Latorre MR. Impact of comorbidity, symptoms, and patients’ characteristics on the prognosis of oral carcinomas. Arch Otolaryngol Head Neck Surg. 2000;126:1079–85.PubMedCrossRef
40.
go back to reference Ghoshal S, Mallick I, Panda N, Sharma SC. Carcinoma of the buccal mucosa: analysis of clinical presentation, outcome and prognostic factors. Oral Oncol. 2006;42:533–9.PubMedCrossRef Ghoshal S, Mallick I, Panda N, Sharma SC. Carcinoma of the buccal mucosa: analysis of clinical presentation, outcome and prognostic factors. Oral Oncol. 2006;42:533–9.PubMedCrossRef
41.
go back to reference Sakamoto Y, Matsushita Y, Yamada S, Yanamoto S, Shiraishi T, Asahina I, et al. Risk factors of distant metastasis in patients with squamous cell carcinoma of the oral cavity. Oral Surg Oral Med Oral Pathol Oral Radiol. 2016;121:474–80.PubMedCrossRef Sakamoto Y, Matsushita Y, Yamada S, Yanamoto S, Shiraishi T, Asahina I, et al. Risk factors of distant metastasis in patients with squamous cell carcinoma of the oral cavity. Oral Surg Oral Med Oral Pathol Oral Radiol. 2016;121:474–80.PubMedCrossRef
42.
go back to reference Tham T, Machado R, Herman SW, Kraus D, Costantino P, Roche A. Personalized prognostication in head and neck cancer: a systematic review of nomograms according to the AJCC precision medicine core (PMC) criteria. Head Neck. 2019;41:2811–22.PubMed Tham T, Machado R, Herman SW, Kraus D, Costantino P, Roche A. Personalized prognostication in head and neck cancer: a systematic review of nomograms according to the AJCC precision medicine core (PMC) criteria. Head Neck. 2019;41:2811–22.PubMed
Metadata
Title
Nomogram predicting long-term overall and cancer-specific survival of patients with buccal mucosa cancer
Authors
Fengze Wang
Jiao Wen
Shuaishuai Cao
Xinjie Yang
Zihui Yang
Huan Li
Haifeng Meng
Florian M. Thieringer
Jianhua Wei
Publication date
01-12-2022
Publisher
BioMed Central
Published in
BMC Oral Health / Issue 1/2022
Electronic ISSN: 1472-6831
DOI
https://doi.org/10.1186/s12903-022-02147-9

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