Skip to main content
Top
Published in: BMC Cancer 1/2017

Open Access 01-12-2017 | Research article

A prediction model for lymph node metastases using pathologic features in patients intraoperatively diagnosed as stage I non-small cell lung cancer

Authors: Fei Zhao, Yue Zhou, Peng-Fei Ge, Chen-Jun Huang, Yue Yu, Jun Li, Yun-Gang Sun, Yang-Chun Meng, Jian-Xia Xu, Ting Jiang, Zhi-Xuan Zhang, Jin-Peng Sun, Wei Wang

Published in: BMC Cancer | Issue 1/2017

Login to get access

Abstract

Background

There is little information on which pattern should be chosen to perform lymph node dissection for stage I non-small-cell lung cancer. This study aimed to develop a model for predicting lymph node metastasis using pathologic features of patients intraoperatively diagnosed as stage I non-small-cell lung cancer.

Methods

We collected pathology data from 284 patients intraoperatively diagnosed as stage I non-small-cell lung cancer who underwent lobectomy with complete lymph node dissection from 2013 through 2014, assessing various factors for an association with metastasis to lymph nodes (age, gender, pathology, tumour location, tumour differentiation, tumour size, pleural invasion, bronchus invasion, multicentric invasion and angiolymphatic invasion). After analysing these variables, we developed a multivariable logistic model to estimate risk of metastasis to lymph nodes.

Results

Univariate logistic regression identified tumour size >2.65 cm (p < 0.001), tumour differentiation (p < 0.001), pleural invasion (p = 0.034) and bronchus invasion (p < 0.001) to be risk factors significantly associated with the presence of metastatic lymph nodes. On multivariable analysis, only tumour size >2.65 cm (p < 0.001), tumour differentiation (p = 0.006) and bronchus invasion (p = 0.017) were independent predictors for lymph node metastasis. We developed a model based on these three pathologic factors that determined that the risk of metastasis ranged from 3% to 44% for patients intraoperatively diagnosed as stage I non-small-cell lung cancer. By applying the model, we found that the values ŷ > 0.80, 0.43 < ŷ ≤ 0.80, ŷ ≤ 0.43 plus tumour size >2 cm and ŷ ≤0.43 plus tumour size ≤2 cm yielded positive lymph node metastasis predictive values of 44%, 18%, 14% and 0%, respectively.

Conclusions

A non-invasive prediction model including tumour size, tumour differentiation and bronchus invasion may be useful to give thoracic surgeons recommendations on lymph node dissection for patients intraoperatively diagnosed as Stage I non-small cell lung cancer.
Appendix
Available only for authorised users
Literature
1.
go back to reference Reif MS, Socinski MA, Rivera MP. Evidence-based medicine in the treatment of non-small-cell lung cancer. Clin Chest Med. 2000;21:107–20. ixCrossRefPubMed Reif MS, Socinski MA, Rivera MP. Evidence-based medicine in the treatment of non-small-cell lung cancer. Clin Chest Med. 2000;21:107–20. ixCrossRefPubMed
2.
go back to reference Gdeedo A, Van Schil P, Corthouts B, Van Mieghem F, Van Meerbeeck J, Van Marck E. Prospective evaluation of computed tomography and mediastinoscopy in mediastinal lymph node staging. Eur Respir J. 1997;10:1547–51.CrossRefPubMed Gdeedo A, Van Schil P, Corthouts B, Van Mieghem F, Van Meerbeeck J, Van Marck E. Prospective evaluation of computed tomography and mediastinoscopy in mediastinal lymph node staging. Eur Respir J. 1997;10:1547–51.CrossRefPubMed
3.
go back to reference Gupta NC, Graeber GM, Bishop HA. Comparative efficacy of positron emission tomography with fluorodeoxyglucose in evaluation of small (<1 cm), intermediate (1 to 3 cm), and large (>3 cm) lymph node lesions. Chest. 2000;117:773–8.CrossRefPubMed Gupta NC, Graeber GM, Bishop HA. Comparative efficacy of positron emission tomography with fluorodeoxyglucose in evaluation of small (<1 cm), intermediate (1 to 3 cm), and large (>3 cm) lymph node lesions. Chest. 2000;117:773–8.CrossRefPubMed
4.
go back to reference Prenzel KL, Monig SP, Sinning JM, Baldus SE, Brochhagen HG, Schneider PM, Holscher AH. Lymph node size and metastatic infiltration in non-small cell lung cancer. Chest. 2003;123:463–7.CrossRefPubMed Prenzel KL, Monig SP, Sinning JM, Baldus SE, Brochhagen HG, Schneider PM, Holscher AH. Lymph node size and metastatic infiltration in non-small cell lung cancer. Chest. 2003;123:463–7.CrossRefPubMed
5.
go back to reference Sioris T, Jarvenpaa R, Kuukasjarvi P, Helin H, Saarelainen S, Tarkka M. Comparison of computed tomography and systematic lymph node dissection in determining TNM and stage in non-small cell lung cancer. Eur J Cardiothorac Surg. 2003;23:403–8.CrossRefPubMed Sioris T, Jarvenpaa R, Kuukasjarvi P, Helin H, Saarelainen S, Tarkka M. Comparison of computed tomography and systematic lymph node dissection in determining TNM and stage in non-small cell lung cancer. Eur J Cardiothorac Surg. 2003;23:403–8.CrossRefPubMed
6.
go back to reference Steinert HC, Hauser M, Allemann F, Engel H, Berthold T, von Schulthess GK, Weder W. Non-small cell lung cancer: nodal staging with FDG PET versus CT with correlative lymph node mapping and sampling. Radiology. 1997;202:441–6.CrossRefPubMed Steinert HC, Hauser M, Allemann F, Engel H, Berthold T, von Schulthess GK, Weder W. Non-small cell lung cancer: nodal staging with FDG PET versus CT with correlative lymph node mapping and sampling. Radiology. 1997;202:441–6.CrossRefPubMed
7.
go back to reference Izbicki JR, Passlick B, Pantel K, Pichlmeier U, Hosch SB, Karg O, Thetter O. Effectiveness of radical systematic mediastinal lymphadenectomy in patients with resectable non-small cell lung cancer: results of a prospective randomized trial. Ann Surg. 1998;227:138–44.CrossRefPubMedPubMedCentral Izbicki JR, Passlick B, Pantel K, Pichlmeier U, Hosch SB, Karg O, Thetter O. Effectiveness of radical systematic mediastinal lymphadenectomy in patients with resectable non-small cell lung cancer: results of a prospective randomized trial. Ann Surg. 1998;227:138–44.CrossRefPubMedPubMedCentral
8.
go back to reference Hermens FH, Van Engelenburg TC, Visser FJ, Thunnissen FB, Termeer R, Janssen JP. Diagnostic yield of transbronchial histology needle aspiration in patients with mediastinal lymph node enlargement. Respiration. 2003;70:631–5.CrossRefPubMed Hermens FH, Van Engelenburg TC, Visser FJ, Thunnissen FB, Termeer R, Janssen JP. Diagnostic yield of transbronchial histology needle aspiration in patients with mediastinal lymph node enlargement. Respiration. 2003;70:631–5.CrossRefPubMed
9.
go back to reference Annema JT, Veselic M, Versteegh MI, Willems LN, Rabe KF. Mediastinal restaging: EUS-FNA offers a new perspective. Lung Cancer. 2003;42:311–8.CrossRefPubMed Annema JT, Veselic M, Versteegh MI, Willems LN, Rabe KF. Mediastinal restaging: EUS-FNA offers a new perspective. Lung Cancer. 2003;42:311–8.CrossRefPubMed
10.
go back to reference Freixinet Gilart J, Garcia PG, de Castro FR, Suarez PR, Rodriguez NS, de Ugarte AV. Extended cervical mediastinoscopy in the staging of bronchogenic carcinoma. Ann Thorac Surg. 2000;70:1641–3.CrossRefPubMed Freixinet Gilart J, Garcia PG, de Castro FR, Suarez PR, Rodriguez NS, de Ugarte AV. Extended cervical mediastinoscopy in the staging of bronchogenic carcinoma. Ann Thorac Surg. 2000;70:1641–3.CrossRefPubMed
11.
go back to reference Allen MS, Darling GE, Pechet TT, Mitchell JD, Herndon 2nd JE, Landreneau RJ, Inculet RI, Jones DR, Meyers BF, Harpole DH, et al. Morbidity and mortality of major pulmonary resections in patients with early-stage lung cancer: initial results of the randomized, prospective ACOSOG Z0030 trial. Ann Thorac Surg. 2006;81:1013–9. discussion 1019–1020CrossRefPubMed Allen MS, Darling GE, Pechet TT, Mitchell JD, Herndon 2nd JE, Landreneau RJ, Inculet RI, Jones DR, Meyers BF, Harpole DH, et al. Morbidity and mortality of major pulmonary resections in patients with early-stage lung cancer: initial results of the randomized, prospective ACOSOG Z0030 trial. Ann Thorac Surg. 2006;81:1013–9. discussion 1019–1020CrossRefPubMed
12.
go back to reference Kim S, Kim HK, Kang DY, Jeong JM, Choi YH. Intra-operative sentinel lymph node identification using a novel receptor-binding agent (technetium-99m neomannosyl human serum albumin, 99mTc-MSA) in stage I non-small cell lung cancer. Eur J Cardiothorac Surg. 2010;37:1450–6.CrossRefPubMed Kim S, Kim HK, Kang DY, Jeong JM, Choi YH. Intra-operative sentinel lymph node identification using a novel receptor-binding agent (technetium-99m neomannosyl human serum albumin, 99mTc-MSA) in stage I non-small cell lung cancer. Eur J Cardiothorac Surg. 2010;37:1450–6.CrossRefPubMed
13.
go back to reference Naruke T, Tsuchiya R, Kondo H, Nakayama H, Asamura H. Lymph node sampling in lung cancer: how should it be done? Eur J Cardiothorac Surg. 1999;16(Suppl 1):S17–24.CrossRefPubMed Naruke T, Tsuchiya R, Kondo H, Nakayama H, Asamura H. Lymph node sampling in lung cancer: how should it be done? Eur J Cardiothorac Surg. 1999;16(Suppl 1):S17–24.CrossRefPubMed
14.
go back to reference Silverberg SG, Connolly JL, Dabbs D, Muro-Cacho CA, Page DL, Ray MB, Wick MR. Recommendations for processing and reporting of lymph node specimens submitted for evaluation of metastatic disease. Am J Clin Pathol. 2001;115:799–801.CrossRef Silverberg SG, Connolly JL, Dabbs D, Muro-Cacho CA, Page DL, Ray MB, Wick MR. Recommendations for processing and reporting of lymph node specimens submitted for evaluation of metastatic disease. Am J Clin Pathol. 2001;115:799–801.CrossRef
15.
go back to reference Rami-Porta R, Bolejack V, Giroux DJ, Chansky K, Crowley J, Asamura H, Goldstraw P. The IASLC lung cancer staging project: the new database to inform the eighth edition of the TNM classification of lung cancer. J Thorac Oncol. 2014;9:1618–24.CrossRefPubMed Rami-Porta R, Bolejack V, Giroux DJ, Chansky K, Crowley J, Asamura H, Goldstraw P. The IASLC lung cancer staging project: the new database to inform the eighth edition of the TNM classification of lung cancer. J Thorac Oncol. 2014;9:1618–24.CrossRefPubMed
16.
go back to reference Martini N. Mediastinal lymph node dissection for lung cancer. The memorial experience. Chest Surg Clin N Am. 1995;5:189–203.PubMed Martini N. Mediastinal lymph node dissection for lung cancer. The memorial experience. Chest Surg Clin N Am. 1995;5:189–203.PubMed
17.
go back to reference Jeon HW, Moon MH, Kim KS, Kim YD, Wang YP, Park HJ, Park JK. Extent of removal for mediastinal nodal stations for patients with clinical stage I non-small cell lung cancer: effect on outcome. Thorac Cardiovasc Surg. 2014;62:599–604.CrossRefPubMed Jeon HW, Moon MH, Kim KS, Kim YD, Wang YP, Park HJ, Park JK. Extent of removal for mediastinal nodal stations for patients with clinical stage I non-small cell lung cancer: effect on outcome. Thorac Cardiovasc Surg. 2014;62:599–604.CrossRefPubMed
Metadata
Title
A prediction model for lymph node metastases using pathologic features in patients intraoperatively diagnosed as stage I non-small cell lung cancer
Authors
Fei Zhao
Yue Zhou
Peng-Fei Ge
Chen-Jun Huang
Yue Yu
Jun Li
Yun-Gang Sun
Yang-Chun Meng
Jian-Xia Xu
Ting Jiang
Zhi-Xuan Zhang
Jin-Peng Sun
Wei Wang
Publication date
01-12-2017
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2017
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-017-3273-x

Other articles of this Issue 1/2017

BMC Cancer 1/2017 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine