Volume 46 Issue 7
Jul.  2025
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Rongmei LIN, Bangyan LIU, Yangjun CHEN, Yan YANG, Yuan JIN, Yongrui YANG, Nihong LU. Correlation of Multiple Clinical Indicators with Benign and Malignant Pulmonary Nodules[J]. Journal of Kunming Medical University, 2025, 46(7): 101-109. doi: 10.12259/j.issn.2095-610X.S20250712
Citation: Rongmei LIN, Bangyan LIU, Yangjun CHEN, Yan YANG, Yuan JIN, Yongrui YANG, Nihong LU. Correlation of Multiple Clinical Indicators with Benign and Malignant Pulmonary Nodules[J]. Journal of Kunming Medical University, 2025, 46(7): 101-109. doi: 10.12259/j.issn.2095-610X.S20250712

Correlation of Multiple Clinical Indicators with Benign and Malignant Pulmonary Nodules

doi: 10.12259/j.issn.2095-610X.S20250712
  • Received Date: 2025-03-20
  • Publish Date: 2025-07-21
  •   Objective  To investigate the correlation between the benign and malignant pulmonary nodules and serum inflammatory factors, tumor markers, and imaging features.   Methods  A total of 209 patients with pulmonary nodules who underwent lung puncture biopsy at the Third People's Hospital of Kunming from January 2023 to January 2024 were enrolled. Based on pathological results, the patients were divided into benign pulmonary nodules group (n=106) and malignant pulmonary nodules group (n=103). General data and clinical indicators of all subjects were collected, and differences in various indicators between the two groups were analyzed.   Results  In terms of Serum inflammatory factors: there were statistically significant differences in LYMPH, NLR, LMR, IL-2, IL-6, IL-17, IFN-γ, HsCRP, SAA, and PCT between the two groups (P < 0.05), while no significant differences were found in WBC, NETU, MONO, PLT, SII, IL-5, IFN-α, IL-1β, IL-10, IL-8, and IL-12P70 (P > 0.05). Regarding Serum tumor markers: there were statistically significant differences in CEA, CA125, CA199, CYFRA21-1, ProGRP, and NSE between the two groups (P < 0.05), whereas no significant differences were found in TSGF, AFP, and CA153 (P > 0.05). In terms of Imaging features: there were statistically significant differences in the number, diameter, boundary, fissure sign, spiculated sign, and pleural retraction sign of nodules between the two groups (P < 0.05), while no significant differences were found in nodular calcification, nodule density, and location (P > 0.05). Binary logistic regression analysis (backward-Wald conditional method) identified patient age, fissure sign, CEA, NSE, ProGRP, and IL-6 were independent risk factors for malignant pulmonary nodules (P < 0.05). The combined diagnostic model of these indicators for predicting malignant pulmonary nodules had an AUC of 0.965 (P < 0.05).   Conclusion  Malignant pulmonary nodules are more likely in older patients with lobulation on imaging and elevated serum levels of NSE, ProGRP, IL-6, and CEA. Combined detection of these indicators can predict the nature of pulmonary nodules, guiding early diagnosis of malignant nodules.
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  • [1]
    国家癌症中心,国家肿瘤质控中心肺癌质控专家委员会. 中国原发性肺癌规范诊疗质量控制指标(2022版)[J]. 中华肿瘤杂志,2022,44(7):594-599. doi: 10.3760/cma.j.cn112152-20220418-00266
    [2]
    Sakharkar P,Kurup S,Deb S,et al. Investigating the efficacy of EGFR-TKIs and anti-VEGFR combination in advanced non-small cell lung cancer: A meta-analysis[J]. Cancers (Basel),2024,16(6):1188. doi: 10.3390/cancers16061188
    [3]
    Yu L,Huang Z,Xiao Z,et al. Unveiling the best predictive models for early-onset metastatic cancer: Insights and innovations (Review)[J]. Oncol Rep,2024,51(4):60. doi: 10.3892/or.2024.8719
    [4]
    中华医学会呼吸病学分会肺癌学组,中国肺癌防治联盟专家组. 肺结节诊治中国专家共识(2018年版)[J]. 中华结核和呼吸杂志,2018,41(10):763-771. doi: 10.3760/cma.j.issn.1001-0939.2018.10.004
    [5]
    MacMahon H,Naidich D P,Goo J M,et al. Guidelines for management of incidental pulmonary nodules detected on CT images: From the fleischner society 2017[J]. Radiology,2017,284(1):228-243. doi: 10.1148/radiol.2017161659
    [6]
    Wei X,Li X,Hu S,et al. Regulation of ferroptosis in lung adenocarcinoma[J]. Int J Mol Sci,2023,24(19):14614. doi: 10.3390/ijms241914614
    [7]
    Thandra K C,Barsouk A,Saginala K,et al. Epidemiology of lung cancer[J]. Contemp Oncol(Pozn),2021,25(1):45-52.
    [8]
    Zhang Y,Qiang J W,Ye J D,et al. High resolution CT in differentiating minimally invasive component in early lung adenocarcinoma[J]. Lung Cancer,2014,84(3):236-241. doi: 10.1016/j.lungcan.2014.02.008
    [9]
    Diakos C I,Charles K A,McMillan D C,et al. Cancer-related inflammation and treatment effectiveness[J]. Lancet Oncol,2014,15(11):e493-e503. doi: 10.1016/S1470-2045(14)70263-3
    [10]
    Budisan L,Zanoaga O,Braicu C,et al. Links between infections,lung cancer,and the immune system[J]. Int J Mol Sci,2021,22(17):9394. doi: 10.3390/ijms22179394
    [11]
    Huang B,Lang X,Li X. The role of IL-6/JAK2/STAT3 signaling pathway in cancers[J]. Front Oncol,2022,12:1023177. doi: 10.3389/fonc.2022.1023177
    [12]
    An J,Gu Q,Cao L,et al. Serum IL-6 as a vital predictor of severe lung cancer[J]. Ann Palliat Med,2021,10(1):202-209. doi: 10.21037/apm-20-2229
    [13]
    Bi H,Yin L,Fang W,et al. Association of CEA,NSE,CYFRA 21-1,SCC-Ag,and ProGRP with clinicopathological characteristics and chemotherapeutic outcomes of lung cancer[J]. Lab Med,2023,54(4):372-379. doi: 10.1093/labmed/lmac122
    [14]
    中国食品药品检定研究院,中华医学会放射学分会心胸学组. 胸部CT肺结节数据标注与质量控制专家共识(2018)[J]. 中华放射学杂志,2019,53(1):9-15. doi: 10.3760/cma.j.issn.1005-1201.2019.01.004
    [15]
    Roberts T J,Lennes I T,Hawari S,et al. Integrated,multidisciplinary management of pulmonary nodules can streamline care and improve adherence to recommendations[J]. Oncologist,2020,25(5):431-437. doi: 10.1634/theoncologist.2019-0519
    [16]
    Tao R,Cao W,Zhu F,et al. Liquid biopsies to distinguish malignant from benign pulmonary nodules[J]. Thorac Cancer,2021,12(11):1647-1655. doi: 10.1111/1759-7714.13982
    [17]
    Archer J M,Mendoza D P,Hung Y P,et al. Surgical resection of benign nodules in lung cancer screening: Incidence and features[J]. JTO Clin Res Rep,2023,4(12):100605.
    [18]
    Swensen S J,Silverstein M D,Ilstrup D M,et al. The probability of malignancy in solitary pulmonary nodules. Application to small radiologically indeterminate nodules[J]. Arch Intern Med,1997,157(8):849-855. doi: 10.1001/archinte.1997.00440290031002
    [19]
    Gould M K,Ananth L,Barnett P G,et al. A clinical model to estimate the pretest probability of lung cancer in patients with solitary pulmonary nodules[J]. Chest,2007,131(2):383-388. doi: 10.1378/chest.06-1261
    [20]
    李运,陈克终,隋锡朝,等. 孤立性肺结节良恶性判断数学预测模型的建立[J]. 北京大学学报(医学版),2011,43(3):450-454. doi: 10.3969/j.issn.1671-167X.2011.03.027
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