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Published in: Journal of Translational Medicine 1/2018

Open Access 01-12-2018 | Research

Establishment and validation of a predictive nomogram model for non-small cell lung cancer patients with chronic hepatitis B viral infection

Authors: Shulin Chen, Yanzhen Lai, Zhengqiang He, Jianpei Li, Xia He, Rui Shen, Qiuying Ding, Hao Chen, Songguo Peng, Wanli Liu

Published in: Journal of Translational Medicine | Issue 1/2018

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Abstract

Background

This study aimed to establish an effective predictive nomogram for non-small cell lung cancer (NSCLC) patients with chronic hepatitis B viral (HBV) infection.

Methods

The nomogram was based on a retrospective study of 230 NSCLC patients with chronic HBV infection. The predictive accuracy and discriminative ability of the nomogram were determined by a concordance index (C-index), calibration plot and decision curve analysis and were compared with the current tumor, node, and metastasis (TNM) staging system.

Results

Independent factors derived from Kaplan–Meier analysis of the primary cohort to predict overall survival (OS) were all assembled into a Cox proportional hazards regression model to build the nomogram model. The final model included age, tumor size, TNM stage, treatment, apolipoprotein A-I, apolipoprotein B, glutamyl transpeptidase and lactate dehydrogenase. The calibration curve for the probability of OS showed that the nomogram-based predictions were in good agreement with the actual observations. The C-index of the model for predicting OS had a superior discrimination power compared with the TNM staging system [0.780 (95% CI 0.733–0.827) vs. 0.693 (95% CI 0.640–0.746), P < 0.01], and the decision curve analyses showed that the nomogram model had a higher overall net benefit than did the TNM stage. Based on the total prognostic scores (TPS) of the nomogram, we further subdivided the study cohort into three groups: low risk (TPS ≤ 13.5), intermediate risk (13.5 < TPS ≤ 20.0) and high risk (TPS > 20.0).

Conclusion

The proposed nomogram model resulted in more accurate prognostic prediction for NSCLC patients with chronic HBV infection.
Literature
1.
go back to reference Siegel RL, Miller KD, Jemal A. Cancer statistics, 2017. CA Cancer J Clin. 2017;67:5.CrossRef Siegel RL, Miller KD, Jemal A. Cancer statistics, 2017. CA Cancer J Clin. 2017;67:5.CrossRef
2.
go back to reference Molina JR, Yang P, Cassivi SD, Schild SE, Adjei AA. Non-small cell lung cancer: epidemiology, risk factors, treatment, and survivorship. Mayo Clin Proc. 2008;83:584.CrossRefPubMedPubMedCentral Molina JR, Yang P, Cassivi SD, Schild SE, Adjei AA. Non-small cell lung cancer: epidemiology, risk factors, treatment, and survivorship. Mayo Clin Proc. 2008;83:584.CrossRefPubMedPubMedCentral
3.
go back to reference Ott JJ, Stevens GA, Groeger J, Wiersma ST. Global epidemiology of hepatitis B virus infection: new estimates of age-specific HBsAg seroprevalence and endemicity. Vaccine. 2012;30:2212.CrossRefPubMed Ott JJ, Stevens GA, Groeger J, Wiersma ST. Global epidemiology of hepatitis B virus infection: new estimates of age-specific HBsAg seroprevalence and endemicity. Vaccine. 2012;30:2212.CrossRefPubMed
4.
go back to reference Zheng X, Wang J, Yang D. Antiviral therapy for chronic hepatitis B in China. Med Microbiol Immunol. 2015;204:115.CrossRefPubMed Zheng X, Wang J, Yang D. Antiviral therapy for chronic hepatitis B in China. Med Microbiol Immunol. 2015;204:115.CrossRefPubMed
5.
go back to reference Chen SL, Xue N, Wu MT, Chen H, He X, Li JP, Liu WL, Dai SQ. Influence of preoperative serum aspartate aminotransferase (AST) level on the prognosis of patients with non-small cell lung cancer. Int J Mol Sci. 2016;17(9):1474.CrossRefPubMedCentral Chen SL, Xue N, Wu MT, Chen H, He X, Li JP, Liu WL, Dai SQ. Influence of preoperative serum aspartate aminotransferase (AST) level on the prognosis of patients with non-small cell lung cancer. Int J Mol Sci. 2016;17(9):1474.CrossRefPubMedCentral
6.
go back to reference Zhuo Y, Lin L, Wei S, Zhang M. Pretreatment elevated serum lactate dehydrogenase as a significant prognostic factor in malignant mesothelioma: a meta-analysis. Medicine. 2016;95:e5706.CrossRefPubMedPubMedCentral Zhuo Y, Lin L, Wei S, Zhang M. Pretreatment elevated serum lactate dehydrogenase as a significant prognostic factor in malignant mesothelioma: a meta-analysis. Medicine. 2016;95:e5706.CrossRefPubMedPubMedCentral
7.
go back to reference Ulas A, Turkoz FP, Silay K, Tokluoglu S, Avci N, Oksuzoglu B, Alkis N. A laboratory prognostic index model for patients with advanced non-small cell lung cancer. PLoS ONE. 2014;9:e114471.CrossRefPubMedPubMedCentral Ulas A, Turkoz FP, Silay K, Tokluoglu S, Avci N, Oksuzoglu B, Alkis N. A laboratory prognostic index model for patients with advanced non-small cell lung cancer. PLoS ONE. 2014;9:e114471.CrossRefPubMedPubMedCentral
8.
go back to reference Nakamoto Y, Kaneko S. Mechanisms of viral hepatitis induced liver injury. Curr Mol Med. 2003;3:537.CrossRefPubMed Nakamoto Y, Kaneko S. Mechanisms of viral hepatitis induced liver injury. Curr Mol Med. 2003;3:537.CrossRefPubMed
9.
go back to reference Xu LM, Xing LM, Ning J, Ying LM, Ling-Long Tang MD, Lei CM, Guan-Qun Zhou MD, PhD YSM, Dan YM, Rui GM. Prognostic value of chronic hepatitis B virus infection in patients with nasopharyngeal carcinoma: analysis of 1301 patients from an endemic area in China. Cancer. 2014;120:68–76.CrossRef Xu LM, Xing LM, Ning J, Ying LM, Ling-Long Tang MD, Lei CM, Guan-Qun Zhou MD, PhD YSM, Dan YM, Rui GM. Prognostic value of chronic hepatitis B virus infection in patients with nasopharyngeal carcinoma: analysis of 1301 patients from an endemic area in China. Cancer. 2014;120:68–76.CrossRef
10.
go back to reference Wei XL, Qiu MZ, Chen WW, Ying J, Chao R, Feng W, Luo HY, Wang ZQ, Zhang DS, Wang FH. The status of HBV infection influences metastatic pattern and survival in Chinese patients with pancreatic cancer. J Transl Med. 2013;11:249.CrossRefPubMedPubMedCentral Wei XL, Qiu MZ, Chen WW, Ying J, Chao R, Feng W, Luo HY, Wang ZQ, Zhang DS, Wang FH. The status of HBV infection influences metastatic pattern and survival in Chinese patients with pancreatic cancer. J Transl Med. 2013;11:249.CrossRefPubMedPubMedCentral
11.
go back to reference Peng JW, Liu DY, Lin GN, Xiao JJ, Xia ZJ. Hepatitis B virus infection is associated with poor prognosis in patients with advanced non small cell lung cancer. APJCP. 2015;16:5285–8.PubMed Peng JW, Liu DY, Lin GN, Xiao JJ, Xia ZJ. Hepatitis B virus infection is associated with poor prognosis in patients with advanced non small cell lung cancer. APJCP. 2015;16:5285–8.PubMed
12.
go back to reference See W. Postoperative nomogram predicting risk of recurrence after radical cystectomy for bladder cancer. Urol Oncol Semin Orig Invest. 2007;25:3967. See W. Postoperative nomogram predicting risk of recurrence after radical cystectomy for bladder cancer. Urol Oncol Semin Orig Invest. 2007;25:3967.
13.
go back to reference Karakiewicz PI, Briganti A, Chun FK, Trinh QD, Perrotte P, Ficarra V, Cindolo L, De La Taille A, Tostain J, Mulders PF. Multi-institutional validation of a new renal cancer-specific survival nomogram. J Clin Oncol. 2007;25:1316.CrossRefPubMed Karakiewicz PI, Briganti A, Chun FK, Trinh QD, Perrotte P, Ficarra V, Cindolo L, De La Taille A, Tostain J, Mulders PF. Multi-institutional validation of a new renal cancer-specific survival nomogram. J Clin Oncol. 2007;25:1316.CrossRefPubMed
14.
go back to reference Mariani L, Miceli R, Kattan MW, Brennan MF, Colecchia M, Fiore M, Casali PG, Gronchi A. Validation and adaptation of a nomogram for predicting the survival of patients with extremity soft tissue sarcoma using a three-grade system. Cancer. 2005;103:402–8.CrossRefPubMed Mariani L, Miceli R, Kattan MW, Brennan MF, Colecchia M, Fiore M, Casali PG, Gronchi A. Validation and adaptation of a nomogram for predicting the survival of patients with extremity soft tissue sarcoma using a three-grade system. Cancer. 2005;103:402–8.CrossRefPubMed
15.
go back to reference Wang L, Hricak H, Kattan MW, Chen HN, Scardino PT, Kuroiwa K. Prediction of organ-confined prostate cancer: incremental value of MR imaging and MR spectroscopic imaging to staging nomograms. Radiology. 2006;238:597–603.CrossRefPubMed Wang L, Hricak H, Kattan MW, Chen HN, Scardino PT, Kuroiwa K. Prediction of organ-confined prostate cancer: incremental value of MR imaging and MR spectroscopic imaging to staging nomograms. Radiology. 2006;238:597–603.CrossRefPubMed
16.
go back to reference Ramiporta R, Crowley JJ, Goldstraw P. The revised TNM staging system for lung cancer. Ann Thorac Cardiovasc Surg. 2009;15:4–9. Ramiporta R, Crowley JJ, Goldstraw P. The revised TNM staging system for lung cancer. Ann Thorac Cardiovasc Surg. 2009;15:4–9.
17.
go back to reference Camp RL, Dolledfilhart M, Rimm DL. X-Tile a new bio-informatics tool for biomarker assessment and outcome-based cut-point optimization. Clin Cancer Res. 2004;10:7252–9.CrossRefPubMed Camp RL, Dolledfilhart M, Rimm DL. X-Tile a new bio-informatics tool for biomarker assessment and outcome-based cut-point optimization. Clin Cancer Res. 2004;10:7252–9.CrossRefPubMed
18.
go back to reference Jr HF, Lee KL, Mark DB. Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med. 1996;15:361–87.CrossRef Jr HF, Lee KL, Mark DB. Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med. 1996;15:361–87.CrossRef
20.
go back to reference Mangaraj M, Nanda R, Panda S. Apolipoprotein A-I: a molecule of diverse function. Indian J Clin Biochem. 2016;31:253.CrossRefPubMed Mangaraj M, Nanda R, Panda S. Apolipoprotein A-I: a molecule of diverse function. Indian J Clin Biochem. 2016;31:253.CrossRefPubMed
21.
go back to reference Pakzad R, Safiri S. The effect of preoperative serum triglycerides and high-density lipoprotein-cholesterol levels on the prognosis of breast cancer: methodological issue. Breast. 2017;36:103–4.CrossRefPubMed Pakzad R, Safiri S. The effect of preoperative serum triglycerides and high-density lipoprotein-cholesterol levels on the prognosis of breast cancer: methodological issue. Breast. 2017;36:103–4.CrossRefPubMed
22.
go back to reference Guo S, He X, Qian C, Yang G, Kai Y, Pei D, Ye Y, Dong C, Zhang Z, Qin Z. The effect of preoperative apolipoprotein A-I on the prognosis of surgical renal cell carcinoma: a retrospective large sample study. Medicine. 2016;95:e3147.CrossRefPubMedPubMedCentral Guo S, He X, Qian C, Yang G, Kai Y, Pei D, Ye Y, Dong C, Zhang Z, Qin Z. The effect of preoperative apolipoprotein A-I on the prognosis of surgical renal cell carcinoma: a retrospective large sample study. Medicine. 2016;95:e3147.CrossRefPubMedPubMedCentral
23.
go back to reference Luo XL, Zhong GZ, Hu LY, Jie C, Ying L, Chen QY, Liu Q, Rao HL, Chen KL, Cai QQ. Serum apolipoprotein A-I is a novel prognostic indicator for non-metastatic nasopharyngeal carcinoma. Oncotarget. 2011;6:44037–48. Luo XL, Zhong GZ, Hu LY, Jie C, Ying L, Chen QY, Liu Q, Rao HL, Chen KL, Cai QQ. Serum apolipoprotein A-I is a novel prognostic indicator for non-metastatic nasopharyngeal carcinoma. Oncotarget. 2011;6:44037–48.
24.
go back to reference Charet JC, Watine J, Marre A, Charet P. Prognostic value of serum levels of cholesterol and apolipoprotein A1 in pulmonary cancer. Ann Biol Clin. 1997;55:52. Charet JC, Watine J, Marre A, Charet P. Prognostic value of serum levels of cholesterol and apolipoprotein A1 in pulmonary cancer. Ann Biol Clin. 1997;55:52.
25.
26.
go back to reference Borgquist S, Butt T, Almgren P, Shiffman D, Stocks T, Orhomelander M, Manjer J, Melander O. Apo-lipoproteins, lipids and risk of cancer. Int J Cancer. 2016;138:2648–56.CrossRefPubMed Borgquist S, Butt T, Almgren P, Shiffman D, Stocks T, Orhomelander M, Manjer J, Melander O. Apo-lipoproteins, lipids and risk of cancer. Int J Cancer. 2016;138:2648–56.CrossRefPubMed
27.
go back to reference Chandler PD, Song Y, Lin J, Zhang S, Sesso HD, Mora S, Giovannucci EL, Rexrode KE, Moorthy MV, Li C. Lipid biomarkers and long-term risk of cancer in the Women’s Health Study. Am J Clin Nutr. 2016;103:1397.CrossRefPubMedPubMedCentral Chandler PD, Song Y, Lin J, Zhang S, Sesso HD, Mora S, Giovannucci EL, Rexrode KE, Moorthy MV, Li C. Lipid biomarkers and long-term risk of cancer in the Women’s Health Study. Am J Clin Nutr. 2016;103:1397.CrossRefPubMedPubMedCentral
29.
go back to reference Corti A, Franzini M, Paolicchi A, Pompella A. Gamma-glutamyltransferase of cancer cells at the crossroads of tumor progression, drug resistance and drug targeting. Anticancer Res. 2010;30:1169–81.PubMed Corti A, Franzini M, Paolicchi A, Pompella A. Gamma-glutamyltransferase of cancer cells at the crossroads of tumor progression, drug resistance and drug targeting. Anticancer Res. 2010;30:1169–81.PubMed
30.
go back to reference Serganova I, Rizwan A, Ni X, Thakur SB, Vider J, Russell J, Blasberg R, Koutcher JA. Metabolic imaging: a link between lactate dehydrogenase A, lactate, and tumor phenotype. Clin Cancer Res. 2011;17:6250–61.CrossRefPubMedPubMedCentral Serganova I, Rizwan A, Ni X, Thakur SB, Vider J, Russell J, Blasberg R, Koutcher JA. Metabolic imaging: a link between lactate dehydrogenase A, lactate, and tumor phenotype. Clin Cancer Res. 2011;17:6250–61.CrossRefPubMedPubMedCentral
31.
go back to reference Inomata M, Hayashi R, Tokui K, Taka C, Okazawa S, Kambara K, Ichikawa T, Yamada T, Miwa T, Kashii T. Lactate dehydrogenase and body mass index are prognostic factors in patients with recurrent small cell lung cancer receiving amrubicin. Tumori. 2015;102:606–9.CrossRefPubMed Inomata M, Hayashi R, Tokui K, Taka C, Okazawa S, Kambara K, Ichikawa T, Yamada T, Miwa T, Kashii T. Lactate dehydrogenase and body mass index are prognostic factors in patients with recurrent small cell lung cancer receiving amrubicin. Tumori. 2015;102:606–9.CrossRefPubMed
32.
go back to reference Zhu L, Li X, Shen Y, Ying C, Fang X, Chen J, Ying Y. A new prognostic score based on the systemic inflammatory response in patients with inoperable non-small-cell lung cancer. Oncotargets Ther. 2016;9:4879–86.CrossRef Zhu L, Li X, Shen Y, Ying C, Fang X, Chen J, Ying Y. A new prognostic score based on the systemic inflammatory response in patients with inoperable non-small-cell lung cancer. Oncotargets Ther. 2016;9:4879–86.CrossRef
33.
go back to reference Lam PT, Leung MW, Tse CY. Identifying prognostic factors for survival in advanced cancer patients: a prospective study. Hong Kong Med J. 2007;13:453.PubMed Lam PT, Leung MW, Tse CY. Identifying prognostic factors for survival in advanced cancer patients: a prospective study. Hong Kong Med J. 2007;13:453.PubMed
34.
go back to reference Bagan P, Berna P, De DF, Jc DNP, Mordant P, De LTB, Le PBF, Riquet M. Nutritional status and postoperative outcome after pneumonectomy for lung cancer. Ann Thorac Surg. 2013;95:392–6.CrossRefPubMed Bagan P, Berna P, De DF, Jc DNP, Mordant P, De LTB, Le PBF, Riquet M. Nutritional status and postoperative outcome after pneumonectomy for lung cancer. Ann Thorac Surg. 2013;95:392–6.CrossRefPubMed
35.
37.
go back to reference Maeda R, Suda T, Hachimaru A, Tochii D, Tochii S, Takagi Y. Clinical significance of preoperative carcinoembryonic antigen level in patients with clinical stage IA non-small cell lung cancer. J Thorac Dis. 2017;9:176.CrossRefPubMedPubMedCentral Maeda R, Suda T, Hachimaru A, Tochii D, Tochii S, Takagi Y. Clinical significance of preoperative carcinoembryonic antigen level in patients with clinical stage IA non-small cell lung cancer. J Thorac Dis. 2017;9:176.CrossRefPubMedPubMedCentral
38.
go back to reference Zhang Q, Sun T, Kang P, Qian K, Deng B, Zhou J, Wang R, Jiang B, Li K, Liu F. Combined analysis of rearrangement of ALK, ROS1, somatic mutation of EGFR, KRAS, BRAF, PIK3CA, and mRNA expression of ERCC1, TYMS, RRM1, TUBB3, EGFR in patients with non-small cell lung cancer and their clinical significance. Cancer Chemother Pharmacol. 2016;77:583.CrossRefPubMed Zhang Q, Sun T, Kang P, Qian K, Deng B, Zhou J, Wang R, Jiang B, Li K, Liu F. Combined analysis of rearrangement of ALK, ROS1, somatic mutation of EGFR, KRAS, BRAF, PIK3CA, and mRNA expression of ERCC1, TYMS, RRM1, TUBB3, EGFR in patients with non-small cell lung cancer and their clinical significance. Cancer Chemother Pharmacol. 2016;77:583.CrossRefPubMed
Metadata
Title
Establishment and validation of a predictive nomogram model for non-small cell lung cancer patients with chronic hepatitis B viral infection
Authors
Shulin Chen
Yanzhen Lai
Zhengqiang He
Jianpei Li
Xia He
Rui Shen
Qiuying Ding
Hao Chen
Songguo Peng
Wanli Liu
Publication date
01-12-2018
Publisher
BioMed Central
Published in
Journal of Translational Medicine / Issue 1/2018
Electronic ISSN: 1479-5876
DOI
https://doi.org/10.1186/s12967-018-1496-5

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