Construction of a nomogram model based on biomarkers for liver metastasis in non-small cell lung cancer

被引:0
作者
Zhang, Tian [1 ]
Zhang, Yajuan [1 ]
Ni, Yunfeng [2 ]
Jia, Xiaohui [1 ]
Li, Yanlin [1 ]
Mao, Ziyang [1 ]
Jiang, Panpan [1 ]
Fu, Xiaolan [1 ]
Jiao, Min [3 ]
Jiang, Lili [1 ]
Wang, Wenjuan [3 ,4 ]
Guo, Hui [1 ,4 ,5 ]
Zan, Ying [1 ]
Liu, Mengjie [1 ,4 ]
机构
[1] Xi An Jiao Tong Univ, Affiliated Hosp 2, Dept Med Oncol, Xian, Peoples R China
[2] Fourth Mil Med Univ, Tangdu Hosp, Dept Thorac Surg, Xian, Peoples R China
[3] First Affiliated Hosp Xian Jiaotong Univ, Dept Med Oncol, Xian 710061, Peoples R China
[4] Xi An Jiao Tong Univ, Bioinspired Engn & Biomech Ctr BEBC, Sch Life Sci & Technol, Xian, Peoples R China
[5] Xi An Jiao Tong Univ, Key Lab Surg Crit Care & Life Support, Minist Educ, Xian, Peoples R China
关键词
driver genes; immunotherapy biomarkers; liver metastasis in NSCLC; nomogram model; temporal heterogeneity; OPEN-LABEL; CHEMOTHERAPY; NIVOLUMAB; PEMBROLIZUMAB; SURVIVAL; EFFICACY;
D O I
10.1111/1759-7714.15417
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BackgroundPatients with non-small cell lung cancer (NSCLC) with liver metastasis have a poor prognosis, and there are no reliable biomarkers for predicting disease progression. Currently, no recognized and reliable prediction model exists to anticipate liver metastasis in NSCLC, nor have the risk factors influencing its onset time been thoroughly explored.MethodsThis study conducted a retrospective analysis of 434 NSCLC patients from two hospitals to assess the association between the risk and timing of liver metastasis, as well as several variables.ResultsThe patients were divided into two groups: those without liver metastasis and those with liver metastasis. We constructed a nomogram model for predicting liver metastasis in NSCLC, incorporating elements such as T stage, N stage, M stage, lack of past radical lung cancer surgery, and programmed death ligand 1 (PD-L1) levels. Furthermore, NSCLC patients with wild-type EGFR, no prior therapy with tyrosine kinase inhibitors (TKIs), and no prior radical lung cancer surgery showed an elevated risk of early liver metastasis.ConclusionIn conclusion, the nomogram model developed in this study has the potential to become a simple, intuitive, and customizable clinical tool for assessing the risk of liver metastasis in NSCLC patients following validation. Furthermore, it provides a framework for investigating the timing of metachronous liver metastasis. In this study, we developed a visual graph model to predict the risk of liver metastasis in NSCLC patients, which produced good discrimination and calibration results. Following validation, this nomogram model has the potential to be a useful, intuitive, and individualized clinical tool.image
引用
收藏
页码:1897 / 1911
页数:15
相关论文
共 52 条
  • [41] Spatial metabolomics and its application in the liver
    Santos, Andre A.
    Delgado, Teresa C.
    Marques, Vanda
    Ramirez-Moncayo, Carmen
    Alonso, Cristina
    Vidal-Puig, Antonio
    Hall, Zoe
    Martinez-Chantar, Maria Luz
    Rodrigues, Cecilia M. P.
    [J]. HEPATOLOGY, 2024, 79 (05) : 1158 - 1179
  • [42] Siegel Rebecca L, 2024, CA Cancer J Clin, V74, P12, DOI 10.3322/caac.21820
  • [43] Liver metastases
    Tsilimigras, Diamantis I.
    Brodt, Pnina
    Clavien, Pierre-Alain
    Muschel, Ruth J.
    D'Angelica, Michael I.
    Endo, Itaru
    Parks, Rowan W.
    Doyle, Majella
    de Santibanes, Eduardo
    Pawlik, Timothy M.
    [J]. NATURE REVIEWS DISEASE PRIMERS, 2021, 7 (01)
  • [44] Liver Metastasis and Treatment Outcome with Anti-PD-1 Monoclonal Antibody in Patients with Melanoma and NSCLC
    Tumeh, Paul C.
    Hellmann, Matthew D.
    Hamid, Omid
    Tsai, Katy K.
    Loo, Kimberly L.
    Gubens, Matthew A.
    Rosenblum, Michael
    Harview, Christina L.
    Taube, Janis M.
    Handley, Nathan
    Khurana, Neharika
    Nosrati, Adi
    Krummel, Matthew F.
    Tucker, Andrew
    Sosa, Eduardo V.
    Sanchez, Phillip J.
    Banayan, Nooriel
    Osorio, Juan C.
    Nguyen-Kim, Dan L.
    Chang, Jeremy
    Shintaku, I. Peter
    Boasberg, Peter D.
    Taylor, Emma J.
    Munster, Pamela N.
    Algazi, Alain P.
    Chmielowski, Bartosz
    Dummer, Reinhard
    Grogan, Tristan R.
    Elashoff, David
    Hwang, Jimmy
    Goldinger, Simone M.
    Garon, Edward B.
    Pierce, Robert H.
    Daud, Adil
    [J]. CANCER IMMUNOLOGY RESEARCH, 2017, 5 (05) : 417 - 424
  • [45] Nivolumab versus docetaxel in previously treated advanced non-small-cell lung cancer (CheckMate 017 and CheckMate 057): 3-year update and outcomes in patients with liver metastases
    Vokes, E. E.
    Ready, N.
    Felip, E.
    Horn, L.
    Burgio, M. A.
    Antonia, S. J.
    Frontera, O. Aren
    Gettinger, S.
    Holgado, E.
    Spigel, D.
    Waterhouse, D.
    Domine, M.
    Garassinoio, M.
    Chow, L. Q. M.
    Blumenschein, G., Jr.
    Barlesi, F.
    Coudert, B.
    Gainor, J.
    Arrieta, O.
    Brahmer, J.
    Butts, C.
    Steins, M.
    Geese, W. J.
    Li, A.
    Healey, D.
    Crino, L.
    [J]. ANNALS OF ONCOLOGY, 2018, 29 (04) : 959 - 965
  • [46] Tumor-infiltrating neutrophils predict therapeutic benefit of tyrosine kinase inhibitors in metastatic renal cell carcinoma
    Wang, Jiajun
    Liu, Li
    Bai, Qi
    Ou, Chenzhang
    Xiong, Ying
    Qu, Yang
    Wang, Zewei
    Xia, Yu
    Guo, Jianming
    Xu, Jiejie
    [J]. ONCOIMMUNOLOGY, 2019, 8 (01):
  • [47] Endothelial and Inflammation Biomarker Profiles at Diagnosis Reflecting Clinical Heterogeneity and Serving as a Prognostic Tool For Treatment Response in Two Independent Cohorts of Patients With Juvenile Dermatomyositis
    Wienke, Judith
    Pachman, Lauren M.
    Morgan, Gabrielle A.
    Yeo, Joo Guan
    Amoruso, Maria C.
    Hans, Victoria
    Kamphuis, Sylvia S. M.
    Hoppenreijs, Esther P. A. H.
    Armbrust, Wineke
    van den Berg, J. Merlijn
    Muller, Petra C. E. Hissink
    Gelderman, Kyra A.
    Arkachaisri, Thaschawee
    van Wijk, Femke
    van Royen-Kerkhof, Annet
    [J]. ARTHRITIS & RHEUMATOLOGY, 2020, 72 (07) : 1214 - 1226
  • [48] Clinical associations and prognostic value of site-specific metastases in non-small cell lung cancer: A population-based study
    Xu, Zihan
    Yang, Qiao
    Chen, Xiewan
    Zheng, Linpeng
    Zhang, Luping
    Yu, Yongxin
    Chen, Mingjing
    You, Qiai
    Sun, Jianguo
    [J]. ONCOLOGY LETTERS, 2019, 17 (06) : 5590 - 5600
  • [49] Ubiquitin Conjugating Enzyme E2 H (UBE2H) Is Linked to Poor Outcomes and Metastasis in Lung Adenocarcinoma
    Yen, Meng-Chi
    Wu, Kuan-Li
    Liu, Yu-Wei
    Chang, Yung-Yun
    Chang, Chao-Yuan
    Hung, Jen-Yu
    Tsai, Ying-Ming
    Hsu, Ya-Ling
    [J]. BIOLOGY-BASEL, 2021, 10 (05):
  • [50] Liver metastasis restrains immunotherapy efficacy via macrophage-mediated T cell elimination
    Yu, Jiali
    Green, Michael D.
    Li, Shasha
    Sun, Yilun
    Journey, Sara N.
    Choi, Jae Eun
    Rizvi, Syed Monem
    Qin, Angel
    Waninger, Jessica J.
    Lang, Xueting
    Chopra, Zoey
    El Naqa, Issam
    Zhou, Jiajia
    Bian, Yingjie
    Jiang, Long
    Tezel, Alangoya
    Skvarce, Jeremy
    Achar, Rohan K.
    Sitto, Merna
    Rosen, Benjamin S.
    Su, Fengyun
    Narayanan, Sathiya P.
    Cao, Xuhong
    Wei, Shuang
    Szeliga, Wojciech
    Vatan, Linda
    Mayo, Charles
    Morgan, Meredith A.
    Schonewolf, Caitlin A.
    Cuneo, Kyle
    Kryczek, Ilona
    Ma, Vincent T.
    Lao, Christopher D.
    Lawrence, Theodore S.
    Ramnath, Nithya
    Wen, Fei
    Chinnaiyan, Arul M.
    Cieslik, Marcin
    Alva, Ajjai
    Zou, Weiping
    [J]. NATURE MEDICINE, 2021, 27 (01) : 152 - +