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Overestimation of contralateral hilar lymph node metastasis in non-metastatic non-small cell lung cancer and its predictive model: HAM.

Publication ,  Journal Article
Hou, Z; Lin, X; Dong, B; Lin, Z; Zhang, Y; Liu, X; Wu, C; Xu, Q; Wang, Y; Chen, K; Li, Q; Chen, M
Published in: Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology
December 2024

Metastasis of non-metastatic non-small cell lung cancer (NMNSCLC) to contralateral hilar lymph nodes (CHLN) eliminates the opportunity for radical therapy. This study aims to analyze whether CHLN metastasis in NMNSCLC is commonly overestimated in clinical practice and to establish a predictive model for enhanced precision.We conducted a retrospective analysis of 834 pathologically confirmed NMNSCLC patients. Monitoring of treatment responses and regular ≥ 1 year CT follow-up was used to determine the nature of CHLN. Lasso regression was used to select predictive factors, and a multivariate binary logistic regression model (HAM) was constructed. Internal validation was performed using ten-fold cross-validation.The CHLN metastasis rate was 4.4% among the NMNSCLC patients. The positive predictive value (PPV) and sensitivity for PET-CT diagnosis were 36.8% and 67.5%, while for CT they are 44.8% and 70.2%, respectively. The five optimal predictive factors (emphysema or bullae, central-type lung cancer, short diameter of CHLN, calcification and SUVmax) were used to develop the HAM model. The Area under curve (AUC) values for PET-CT, CT, and HAM model were 0.81, 0.83, and 0.96, respectively. The F1 scores for PET-CT and CT were 0.48 and 0.55, respectively, while the maximum F1 score of our model was 0.73, with corresponding PPV and sensitivity of 66.7%, and 81.1%, respectively.CHLN metastasis is rare in NMNSCLC patients. PET-CT diagnosis significantly overestimates CHLN metastasis and the HAM model improves clinical decision-making in this study. Prospective studies are needed to confirm these conclusions.

Duke Scholars

Published In

Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology

DOI

EISSN

1879-0887

ISSN

0167-8140

Publication Date

December 2024

Volume

201

Start / End Page

110575

Related Subject Headings

  • Tomography, X-Ray Computed
  • Retrospective Studies
  • Predictive Value of Tests
  • Positron Emission Tomography Computed Tomography
  • Oncology & Carcinogenesis
  • Middle Aged
  • Male
  • Lymphatic Metastasis
  • Lymph Nodes
  • Lung Neoplasms
 

Citation

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Hou, Z., Lin, X., Dong, B., Lin, Z., Zhang, Y., Liu, X., … Chen, M. (2024). Overestimation of contralateral hilar lymph node metastasis in non-metastatic non-small cell lung cancer and its predictive model: HAM. Radiotherapy and Oncology : Journal of the European Society for Therapeutic Radiology and Oncology, 201, 110575. https://doi.org/10.1016/j.radonc.2024.110575
Hou, Zan, Xiaoping Lin, Baiqiang Dong, Zaishan Lin, Yuan Zhang, Xu Liu, Chenfei Wu, et al. “Overestimation of contralateral hilar lymph node metastasis in non-metastatic non-small cell lung cancer and its predictive model: HAM.Radiotherapy and Oncology : Journal of the European Society for Therapeutic Radiology and Oncology 201 (December 2024): 110575. https://doi.org/10.1016/j.radonc.2024.110575.
Hou Z, Lin X, Dong B, Lin Z, Zhang Y, Liu X, et al. Overestimation of contralateral hilar lymph node metastasis in non-metastatic non-small cell lung cancer and its predictive model: HAM. Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology. 2024 Dec;201:110575.
Hou, Zan, et al. “Overestimation of contralateral hilar lymph node metastasis in non-metastatic non-small cell lung cancer and its predictive model: HAM.Radiotherapy and Oncology : Journal of the European Society for Therapeutic Radiology and Oncology, vol. 201, Dec. 2024, p. 110575. Epmc, doi:10.1016/j.radonc.2024.110575.
Hou Z, Lin X, Dong B, Lin Z, Zhang Y, Liu X, Wu C, Xu Q, Wang Y, Chen K, Li Q, Chen M. Overestimation of contralateral hilar lymph node metastasis in non-metastatic non-small cell lung cancer and its predictive model: HAM. Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology. 2024 Dec;201:110575.
Journal cover image

Published In

Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology

DOI

EISSN

1879-0887

ISSN

0167-8140

Publication Date

December 2024

Volume

201

Start / End Page

110575

Related Subject Headings

  • Tomography, X-Ray Computed
  • Retrospective Studies
  • Predictive Value of Tests
  • Positron Emission Tomography Computed Tomography
  • Oncology & Carcinogenesis
  • Middle Aged
  • Male
  • Lymphatic Metastasis
  • Lymph Nodes
  • Lung Neoplasms