Developing a Prediction Model for Radiation Pneumonitis in Lung Cancer Patients Treated With Stereotactic Body Radiation Therapy Combined With Clinical, Dosimetric Factors, and Laboratory Biomarkers

被引:4
|
作者
Huang, Bao-Tian [1 ,4 ]
Lin, Pei-Xian [2 ]
Wang, Ying [1 ]
Luo, Li-Mei [3 ]
机构
[1] Shantou Univ, Dept Radiat Oncol, Canc Hosp, Med Coll, Shantou, Peoples R China
[2] Shantou Univ, Affiliated Hosp 2, Dept Nosocomial Infect Management, Med Coll, Shantou, Peoples R China
[3] Guangzhou Med Univ, Affiliated Canc Hosp & Inst, Dept Radiat Oncol, Guangzhou, Peoples R China
[4] Shantou Univ, Dept Radiat Oncol, Med Coll, Canc Hosp, 7 Raoping Rd, Shantou, Peoples R China
基金
中国国家自然科学基金;
关键词
Prediction model; stereotactic body radiation therapy; lung cancer; radiation pneumonitis; ABLATIVE RADIOTHERAPY; RISK-FACTORS; ANEMIA; AGE; CHEMORADIOTHERAPY; SURVIVAL; DISEASE; IMPACT;
D O I
10.1016/j.cllc.2023.08.007
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
The age, lung volume, fractional dose, V 10 , and Hb levels were found to be independent factors for grade >2 RP by analyzing 186 patients with primary or metastatic lung tumor treated with SBRT. The age and Hb levels are novel predictors reported for the first time. A prediction model combining clinical, dosimetric factors, and laboratory biomarkers was proposed and achieved an AUC value up to 0.830, higher than models reported in the literature. Background: The study aims to identify the risk factors and develop a model for predicting grade >2 radiation pneumoni-tis (RP) for lung cancer patients treated with stereotactic body radiation therapy (SBRT). Materials and Methods: Clini-cal data, dosimetric data, and laboratory biomarkers from 186 patients treated with lung SBRT were collected. Univariate and multivariate logistic regression were performed to determine the predictive factors for grade >= 2 RP. Three models were developed by using the clinical, dosimetric, and combined factors, respectively. Results: With a median follow-up of 36 months, grade >= 2 RP was recorded in 13.4% of patients. On univariate logistic regression analysis, clinical factors of age and lung volume, dosimetric factors of treatment durations, fractional dose and V 10 , and laboratory biomarkers of neutrophil, PLT, PLR, and Hb levels were significantly associated with grade >= 2 RP. However, on multivariate analy-sis, only age, lung volume, fractional dose, V 10 , and Hb levels were independent factors. AUC values for the clinical, dosimetric, and combined models were 0.730 (95% CI, 0.660-0.793), 0.711 (95% CI, 0.641-0.775) and 0.830 (95% CI, 0.768-0.881), respectively. The combined model provided superior discriminative ability than the clinical and dosimetric models ( P < .05). Conclusion: Age, lung volume, fractional dose, V 10 , and Hb levels were demonstrated to be significant factors associated with grade >2 RP for lung cancer patients after SBRT. A novel model combining clinical, dosimetric factors, and laboratory biomarkers improved predictive performance compared with the clinical and dosimetric model alone.
引用
收藏
页码:e323 / e331.e2
页数:11
相关论文
共 50 条
  • [1] Clinical and Dosimetric Predictors of Radiation Pneumonitis in a Large Series of Patients Treated With Stereotactic Body Radiation Therapy to the Lung
    Baker, Ryan
    Han, Gang
    Sarangkasiri, Siriporn
    DeMarco, MaryLou
    Turke, Carolyn
    Stevens, Craig W.
    Dilling, Thomas J.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2013, 85 (01): : 190 - 195
  • [2] Clinical and Dosimetric Predictors of Radiation Pneumonitis (RP) in a Large Series of Patients Treated With Stereotactic Radiation Therapy (SBRT) to the Lung
    Dilling, T. J.
    Baker, R.
    Han, G.
    Sarangkasiri, S.
    DeMarco, M.
    Turke, C.
    Stevens, C. W.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2012, 84 (03): : S599 - S599
  • [3] Are Systemic Inflammation Biomarkers Useful As Prognostic Factors for Patients with Lung Cancer Treated with Stereotactic Body Radiation Therapy?
    Tanaka, H.
    Takano, H.
    Hyodo, F.
    Matsuo, M.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2019, 105 (01): : E533 - E533
  • [4] RADIATION PNEUMONITIS IN PATIENTS WITH INTERSTITIAL LUNG DISEASE TREATED WITH LUNG STEREOTACTIC RADIATION THERAPY
    Glick, Daniel
    Lyen, Stephen
    Le, Lisa
    Lindsay, Patricia
    Wong, Olive
    Bezjak, Andrea
    Brade, Anthony
    Cho, John
    Hope, Andrew
    Sun, Alex
    Shapera, Shane
    Kandel, Sonja
    Giuliani, Meredith
    RADIOTHERAPY AND ONCOLOGY, 2016, 120 : S15 - S15
  • [5] A Dosimetric Analysis of Radiation Pneumonitis in Non-small-cell Lung Cancer Patients Treated with Stereotactic Body Radiotherapy
    Barriger, R. B.
    Forquer, J. A.
    Henderson, M. A.
    Johnstone, P. A. S.
    Fakiris, A. J.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2009, 75 (03): : S107 - S108
  • [6] Pretreatment Factors Influencing Radiation Pneumonitis after Stereotactic Body Radiation Therapy in the Treatment of Lung Cancer
    Harris, Alexander A.
    Stang, Kyle
    Small, Christina
    Hutten, Ryan
    Alite, Fiori
    Emami, Bahman
    Harkenrider, Matthew
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2020, 12 (03)
  • [7] Pretreatment Factors Influencing Radiation Pneumonitis after Stereotactic Body Radiation Therapy in the Treatment of Lung Cancer
    Harris, A.
    Davis, A.
    Stang, K.
    Alite, F., Jr.
    Small, C.
    Hutten, R.
    Emami, B.
    Harkenrider, M. M.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2017, 99 (02): : E459 - E459
  • [8] Dosimetric factors predicting radiation pneumonitis after CyberKnife stereotactic body radiotherapy for peripheral lung cancer
    Nakamura, Masaki
    Nishimura, Hideki
    Nakayama, Masao
    Mayahara, Hiroshi
    Uezono, Haruka
    Harada, Aya
    Hashimoto, Naoki
    Ejima, Yasuo
    Ishihara, Takeaki
    Sasaki, Ryohei
    BRITISH JOURNAL OF RADIOLOGY, 2016, 89 (1068):
  • [9] Clarithromycin mitigates radiation pneumonitis in patients with lung cancer treated with stereotactic body radiotherapy
    Takeda, Atsuya
    Tsurugai, Yuichiro
    Sanuki, Naoko
    Enomoto, Tatsuji
    Shinkai, Masaharu
    Mizuno, Tomikazu
    Aoki, Yousuke
    Oku, Yohei
    Akiba, Takeshi
    Hara, Yu
    Kunieda, Etsuo
    JOURNAL OF THORACIC DISEASE, 2018, 10 (01) : 247 - 261
  • [10] Radiation induced dyspnea in lung cancer patients treated with stereotactic body radiation therapy
    Palma, G.
    Monti, S.
    Thor, M.
    Rimner, A.
    Deasy, J.
    Cella, L.
    RADIOTHERAPY AND ONCOLOGY, 2020, 152 : S235 - S236