Spectroscopy and Spectral Analysis, Volume. 45, Issue 3, 685(2025)

Diagnosis of Lung Cancer by Human Serum Raman Spectroscopy Combined With Six Machine Learning Algorithms

NI Qin-ru1... OU Quan-hong1,*, SHI You-ming2, LIU Chao3, ZUO Ye-hao1, ZHI Zhao-xing1, REN Xian-pei4 and LIU Gang1 |Show fewer author(s)
Author Affiliations
  • 1College of Physics and Electronic Information, Yunnan Normal University, Kunming650500, China
  • 2College of Physics and Electronic Engineering, Qujing Normal University, Qujing655011, China
  • 3Department of Nuclear Medicine, Yunnan Cancer Hospital, Kunming650118, China
  • 4College of Physics and Electronic Engineering, Sichuan University of Science & Engineering, Zigong643000, China
  • show less
    References(25)

    [1] [1] Siegel R L, Miller K D, Jemal A. CA: A Cancer Journal for Clinicians, 2020, 70(1): 7.

    [2] [2] Chen X Y, Chen C, Tian X C, et al. Talanta, 2023, 266(2): 125052.

    [3] [3] Zhang S Y, Qi Y, Bi R Z, et al. Biosensors(Basel), 2023, 13(5): 557.

    [5] [5] Chen C, Wu W, Dong X G, et al. Journal of Raman Spectroscopy, 2021, 52(11): 1798.

    [6] [6] Li H T, Wang S S, Zeng Q G, et al. Photodiagnosis and Photodynamic Therapy, 2022, 40: 103115.

    [7] [7] Yang X E, OU Q H, Yang W Y, et al. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 2021, 263: 120181.

    [8] [8] Ullah R, Khan S, Farman F, et al. Biomed Optics Express, 2019, 10(2): 600.

    [9] [9] Zhang L H, Li C J, Peng D, et al. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 2022, 264: 120300.

    [10] [10] Adam O, Jadwiga H, Anna W, et al. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 2017, 183: 239.

    [11] [11] Li Y Z, Chen C, Chen F F, et al. Photodiagnosis and Photodynamic Therapy, 2021, 35: 102382.

    [12] [12] Xiao R, Zhang X H, Rong Z, et al. Nanomedicine: Nanotechnology, Biology, and Medicine, 2016, 12: 2475.

    [13] [13] Yang X E, Wu Z Y, OU Q H, et al. Frontiers in Chemistry, 2022, 10: 810837.

    [14] [14] Maryam B, Ahamd H, Arian R, et al. Talanta, 2019, 204: 826.

    [15] [15] Vicario A, Sergo V, Toffoli G, et al. Colloids and Surfaces B: Biointerfaces, 2015, 127: 41.

    [16] [16] Qian H Y, Zhang H, Wang Y Q, et al. Nanomedicine: Nanotechnology, Biology, and Medicine, 2020, 29: 102245.

    [17] [17] Wang W N, Zhang W, Duan Y K, et al. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 2013, 115: 57.

    [18] [18] Yan Z W, Ma C L, Mo J Q, et al. Optik, 2020, 208: 164473.

    [19] [19] Wubulitalifu D, Jingrui D, Jintian L, et al. Photodiagnosis and Photodynamic Therapy, 2023, 42: 103544.

    [20] [20] Lin Y, Xu G H, Wei F D, et al. Journal of Pharmaceutical and Biomedical Analysis, 2016, 121: 135.

    [21] [21] Liting S, Aiying Z, Zhen R, et al. Nanomedicine: Nanotechnology, Biology, and Medicine, 2023, 42: 103544.

    [22] [22] Susan C, Natalia S, Rachel H, et al. Clinical Spectroscopy, 2022, 4: 100020.

    [23] [23] Christabel Y E T, Daniel O A, Nii A T, et al. Food Chemistry, 2024, 431: 137077.

    [27] [27] Salin L, Setlios B, Chaos, et al. Solitons & Fractals, 2020, 133: 109641.

    [28] [28] Malti B, Apoorva G, Apoorva C. Decision Analytics Journal, 2022, 3: 100071.

    [30] [30] Liu Y, Chen C, Tian X C, et al. Expert Systems with Applications, 2024, 238: 121787.

    Tools

    Get Citation

    Copy Citation Text

    NI Qin-ru, OU Quan-hong, SHI You-ming, LIU Chao, ZUO Ye-hao, ZHI Zhao-xing, REN Xian-pei, LIU Gang. Diagnosis of Lung Cancer by Human Serum Raman Spectroscopy Combined With Six Machine Learning Algorithms[J]. Spectroscopy and Spectral Analysis, 2025, 45(3): 685

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Received: Jan. 11, 2024

    Accepted: Mar. 24, 2025

    Published Online: Mar. 24, 2025

    The Author Email: Quan-hong OU (ouquanhong@163.com)

    DOI:10.3964/j.issn.1000-0593(2025)03-0685-07

    Topics