Journal of International Oncology››2024,Vol. 51››Issue (5): 257-266.doi:10.3760/cma.j.cn371439-20240215-00044
• Original Articles •Previous ArticlesNext Articles
Fan Zhipeng, Yu Jing, Hu Jing, Liao Zhengkai, Xu Yu, Ouyang Wen, Xie Conghua()
Received:
2024-02-15Revised:
2024-04-06Online:
2024-05-08Published:
2024-06-26Contact:
Xie Conghua, Email:chxie_65@whu.edu.cnFan Zhipeng, Yu Jing, Hu Jing, Liao Zhengkai, Xu Yu, Ouyang Wen, Xie Conghua. Predictive value of changes in inflammatory markers for prognosis in patients with advanced non-small cell lung cancer treated with the first-line immunotherapy plus chemotherapy[J]. Journal of International Oncology, 2024, 51(5): 257-266.
"
基线特征 | 例数 | MPV | LMR | NLR | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
上升组 (n=25) |
下降组 (n=77) |
χ2值 | P值 | 上升组 (n=52) |
下降组 (n=50) |
χ2值 | P值 | 上升组 (n=24) |
下降组 (n=78) |
χ2值 | P值 | ||||
年龄(岁) | |||||||||||||||
<65 | 54 | 15 | 39 | 0.66 | 0.416 | 27 | 27 | 0.04 | 0.834 | 11 | 43 | 0.64 | 0.425 | ||
≥65 | 48 | 10 | 38 | 25 | 23 | 13 | 35 | ||||||||
性别 | |||||||||||||||
男 | 86 | 19 | 67 | 1.00 | 0.318 | 45 | 41 | 0.40 | 0.529 | 21 | 65 | 0.03 | 0.865 | ||
女 | 16 | 6 | 10 | 7 | 9 | 3 | 13 | ||||||||
病理类型 | |||||||||||||||
鳞状细胞癌 | 52 | 15 | 37 | 1.08 | 0.299 | 28 | 24 | 0.35 | 0.555 | 12 | 40 | 0.01 | 0.913 | ||
非鳞状细胞癌 | 50 | 10 | 40 | 24 | 26 | 12 | 38 | ||||||||
TNM分期 | |||||||||||||||
ⅢB~ⅢC | 27 | 8 | 19 | 0.52 | 0.471 | 15 | 12 | 0.31 | 0.579 | 8 | 19 | 0.76 | 0.384 | ||
Ⅳ | 75 | 17 | 58 | 37 | 38 | 16 | 59 | ||||||||
脑转移 | |||||||||||||||
是 | 11 | 3 | 8 | <0.01 | >0.999 | 6 | 5 | 0.06 | 0.802 | 1 | 10 | 0.67 | 0.413 | ||
否 | 91 | 22 | 69 | 46 | 45 | 23 | 68 | ||||||||
骨转移 | |||||||||||||||
是 | 31 | 8 | 23 | 0.04 | 0.841 | 11 | 20 | 4.28 | 0.039 | 11 | 20 | 3.54 | 0.060 | ||
否 | 71 | 17 | 54 | 41 | 30 | 13 | 58 | ||||||||
同时脑、骨转移 | |||||||||||||||
是 | 4 | 0 | 4 | - | 0.570 | 1 | 3 | 0.30 | 0.582 | 1 | 3 | - | >0.999 | ||
否 | 98 | 25 | 73 | 51 | 47 | 23 | 75 | ||||||||
基线特征 | 例数 | PLR | SII | PNI | |||||||||||
上升组 (n=51) |
下降组 (n=51) |
χ2值 | P值 | 上升组 (n=27) |
下降组 (n=75) |
χ2值 | P值 | 上升组 (n=56) |
下降组 (n=46) |
χ2值 | P值 | ||||
年龄(岁) | |||||||||||||||
<65 | 54 | 29 | 25 | 0.63 | 0.427 | 13 | 41 | 0.34 | 0.561 | 28 | 26 | 0.43 | 0.511 | ||
≥65 | 48 | 22 | 26 | 14 | 34 | 28 | 20 | ||||||||
性别 | |||||||||||||||
男 | 86 | 42 | 44 | 0.30 | 0.586 | 23 | 63 | <0.01 | >0.999 | 51 | 35 | 4.29 | 0.038 | ||
女 | 16 | 9 | 7 | 4 | 12 | 5 | 11 | ||||||||
病理类型 | |||||||||||||||
鳞状细胞癌 | 52 | 15 | 37 | 18.99 | <0.001 | 11 | 41 | 1.54 | 0.215 | 31 | 21 | 0.95 | 0.329 | ||
非鳞状细胞癌 | 50 | 36 | 14 | 16 | 34 | 25 | 25 | ||||||||
TNM分期 | |||||||||||||||
ⅢB~ⅢC | 27 | 12 | 15 | 0.45 | 0.501 | 9 | 18 | 0.89 | 0.346 | 17 | 10 | 0.96 | 0.326 | ||
Ⅳ | 75 | 39 | 36 | 18 | 57 | 39 | 36 | ||||||||
脑转移 | |||||||||||||||
是 | 11 | 6 | 5 | 0.10 | 0.750 | 2 | 9 | 0.09 | 0.766 | 6 | 5 | <0.01 | >0.999 | ||
否 | 91 | 45 | 46 | 25 | 66 | 50 | 41 | ||||||||
骨转移 | |||||||||||||||
是 | 31 | 17 | 14 | 0.42 | 0.518 | 9 | 22 | 0.15 | 0.698 | 16 | 15 | 0.20 | 0.659 | ||
否 | 71 | 34 | 37 | 18 | 53 | 40 | 31 | ||||||||
同时脑、骨转移 | |||||||||||||||
是 | 4 | 2 | 2 | <0.01 | >0.999 | 1 | 3 | <0.01 | >0.999 | 3 | 1 | 0.10 | 0.755 | ||
否 | 98 | 49 | 49 | 26 | 72 | 53 | 45 |
"
因素 | 单因素分析 | 多因素分析 | ||||
---|---|---|---|---|---|---|
OR值 | 95%CI | P值 | OR值 | 95%CI | P值 | |
年龄(< 65岁/ ≥ 65岁) | 0.98 | 0.45~2.14 | 0.963 | - | - | - |
性别(男/女) | 0.66 | 0.22~1.97 | 0.455 | - | - | - |
病理类型(鳞状细胞癌/非鳞状细胞癌) | 2.21 | 1.00~4.89 | 0.050 | - | - | - |
TNM分期(Ⅳ/ⅢB~ⅢC) | 1.12 | 0.46~2.70 | 0.801 | - | - | - |
脑转移(有/无) | 1.03 | 0.29~3.61 | 0.965 | - | - | - |
骨转移(有/无) | 0.60 | 0.26~1.41 | 0.243 | - | - | - |
同时脑、骨转移(有/无) | 0.27 | 0.03~2.70 | 0.266 | - | - | - |
MPV变化(上升/下降) | 1.12 | 0.45~2.77 | 0.810 | - | - | - |
LMR变化(上升/下降) | 2.21 | 1.00~4.89 | 0.050 | - | - | - |
NLR变化(上升/下降) | 0.26 | 0.10~0.69 | 0.007 | 0.37 | 0.10~1.43 | 0.149 |
PLR变化(上升/下降) | 0.49 | 0.22~1.08 | 0.075 | - | - | - |
SII变化(上升/下降) | 0.32 | 0.13~0.80 | 0.014 | 0.61 | 0.17~2.18 | 0.445 |
PNI变化(上升/下降) | 1.57 | 0.77~3.44 | 0.264 | - | - | - |
"
因素 | 单因素分析 | 多因素分析 | ||||
---|---|---|---|---|---|---|
HR值 | 95%CI | P值 | HR值 | 95%CI | P值 | |
年龄(< 65岁/ ≥ 65岁) | 1.58 | 0.78~3.19 | 0.203 | - | - | - |
性别(男/女) | 1.14 | 0.40~3.25 | 0.804 | - | - | - |
病理类型(鳞状细胞癌/非鳞状细胞癌) | 1.46 | 0.73~2.92 | 0.282 | - | - | - |
TNM分期(Ⅳ/ⅢB~ⅢC) | 0.87 | 0.42~1.84 | 0.719 | - | - | - |
放疗(有/无) | 2.00 | 0.93~4.30 | 0.078 | - | - | - |
脑转移(有/无) | 1.35 | 0.47~3.83 | 0.578 | - | - | - |
骨转移(有/无) | 1.25 | 0.61~2.58 | 0.549 | - | - | - |
同时脑、骨转移(有/无) | 4.04 | 1.23~13.35 | 0.022 | 4.32 | 1.30~14.40 | 0.017 |
MPV变化(上升/下降) | 1.03 | 0.46~2.28 | 0.947 | - | - | - |
LMR变化(上升/下降) | 0.61 | 0.30~1.21 | 0.157 | - | - | - |
NLR变化(上升/下降) | 2.02 | 0.98~4.18 | 0.057 | - | - | - |
PLR变化(上升/下降) | 1.51 | 0.76~3.01 | 0.245 | - | - | - |
SII变化(上升/下降) | 2.83 | 1.41~5.66 | 0.003 | 2.89 | 1.44~5.81 | 0.003 |
PNI变化(上升/下降) | 0.60 | 0.30~1.18 | 0.139 | - | - | - |
"
因素 | 单因素分析 | 多因素分析 | ||||
---|---|---|---|---|---|---|
HR值 | 95%CI | P值 | HR值 | 95%CI | P值 | |
年龄(< 65岁/ ≥ 65岁) | 1.44 | 0.71~2.90 | 0.308 | - | - | - |
性别(男/女) | 1.16 | 0.41~3.31 | 0.776 | - | - | - |
病理类型(鳞状细胞癌/非鳞状细胞癌) | 1.40 | 0.70~2.79 | 0.344 | - | - | - |
TNM分期(Ⅳ/ⅢB~ⅢC) | 0.92 | 0.44~1.93 | 0.816 | - | - | - |
放疗(有/无) | 1.42 | 0.66~3.07 | 0.372 | - | - | - |
脑转移(有/无) | 1.14 | 0.40~3.24 | 0.808 | - | - | - |
骨转移(有/无) | 1.15 | 0.56~2.37 | 0.708 | - | - | - |
同时脑、骨转移(有/无) | 3.47 | 1.05~11.45 | 0.041 | 3.76 | 1.13~12.50 | 0.031 |
MPV变化(上升/下降) | 1.03 | 0.46~2.28 | 0.952 | - | - | - |
LMR变化(上升/下降) | 0.58 | 0.29~1.16 | 0.126 | - | - | - |
NLR变化(上升/下降) | 2.17 | 1.05~4.51 | 0.037 | 0.89 | 0.32~2.49 | 0.816 |
PLR变化(上升/下降) | 1.78 | 0.88~3.56 | 0.106 | - | - | - |
SII变化(上升/下降) | 3.12 | 1.54~6.30 | 0.002 | 3.47 | 1.28~9.41 | 0.014 |
PNI变化(上升/下降) | 0.58 | 0.29~1.16 | 0.123 | - | - | - |
[1] | Siegel RL, Miller KD, Wagle NS, et al. Cancer statistics, 2023[J].CA Cancer J Clin,2023,73(1): 17-48. DOI:10.3322/caac.21763. |
[2] | Lu XJ, Wan JY, Shi HQ. Platelet-to-lymphocyte and neutrophil-to-lymphocyte ratios are associated with the efficacy of immunotherapy in stage Ⅲ/Ⅳ non-small cell lung cancer[J].Oncol Lett,2022,24(2): 266. DOI:10.3892/ol.2022.13386. |
[3] | Miller KD, Nogueira L, Devasia T, et al. Cancer treatment and survivorship statistics, 2022[J].CA Cancer J Clin,2022,72(5): 409-436. DOI:10.3322/caac.21731. |
[4] | Tang J, Hubbard-Lucey VM, Pearce L, et al. The global landscape of cancer cell therapy[J].Nat Rev Drug Discov,2018,17(7): 465-466. DOI:10.1038/nrd.2018.74. pmid:29795477 |
[5] | Thompson JA. New NCCN guidelines: recognition and management of immunotherapy-related toxicity[J].J Natl Compr Canc Netw,2018,16(5s): 594-596. DOI:10.6004/jnccn.2018.0047. |
[6] | Yang Y, Yu YF, Lu S. Effectiveness of PD-1/PD-L1 inhibitors in the treatment of lung cancer: brightness and challenge[J].Sci China Life Sci,2020,63(10): 1499-1514. DOI:10.1007/s11427-019-1622-5. |
[7] | Doroshow DB, Sanmamed MF, Hastings K, et al. Immunotherapy in non-small cell lung cancer: facts and hopes[J].Clin Cancer Res,2019,25(15): 4592-4602. DOI:10.1158/1078-0432.Ccr-18-1538. pmid:30824587 |
[8] | Reck M, Remon J, Hellmann MD. First-line immunotherapy for non-small-cell lung cancer[J].J Clin Oncol,2022,40(6): 586-597. DOI:10.1200/jco.21.01497. pmid:34985920 |
[9] | Diem S, Schmid S, Krapf M, et al. Neutrophil-to-lymphocyte ratio (NLR) and platelet-to-lymphocyte ratio (PLR) as prognostic markers in patients with non-small cell lung cancer (NSCLC) treated with nivolumab[J].Lung Cancer,2017,111: 176-181. DOI:10.1016/j.lungcan.2017.07.024. pmid:28838390 |
[10] | Jin J, Yang L, Liu D, et al. Prognostic value of pretreatment lymphocyte-to-monocyte ratio in lung cancer: a systematic review and meta-analysis[J].Technol Cancer Res Treat,2021,20: 1533033820983085. DOI:10.1177/1533033820983085. |
[11] | Peng L, Wang Y, Liu F, et al. Peripheral blood markers predictive of outcome and immune-related adverse events in advanced non-small cell lung cancer treated with PD-1 inhibitors[J].Cancer Immunol Immunother,2020,69(9): 1813-1822. DOI:10.1007/s00262-020-02585-w. pmid:32350592 |
[12] | Sakin A, Secmeler S, Arici S, et al. Prognostic significance of mean platelet volume on local advanced non-small cell lung cancer managed with chemoradiotherapy[J].Sci Rep,2019,9(1): 3959. DOI:10.1038/s41598-019-40589-4. pmid:30850724 |
[13] | Zheng L, Xiong A, Wang S, et al. Decreased monocyte-to-lymphocyte ratio was associated with satisfied outcomes of first-line PD-1 inhibitors plus chemotherapy in stage ⅢB -Ⅳ non-small cell lung cancer[J].Front Immunol,2023,14: 1094378. DOI:10.3389/fimmu.2023.1094378. |
[14] | Lim JU, Kang HS, Yeo CD, et al. Predictability of early changes in derived neutrophil-to-lymphocyte ratio and neutrophil-to-lymphocyte ratio in patients with advanced non-small cell lung cancer treated with immune checkpoint inhibitors[J].J Thorac Dis,2021,13(5): 2824-2832. DOI:10.21037/jtd-20-3416. pmid:34164174 |
[15] | Ksienski D, Wai ES, Alex D, et al. Prognostic significance of the neutrophil-to-lymphocyte ratio and platelet-to-lymphocyte ratio for advanced non-small cell lung cancer patients with high PD-L1 tumor expression receiving pembrolizumab[J].Transl Lung Cancer Res,2021,10(1): 355-367. DOI:10.21037/tlcr-20-541. |
[16] | Huai QL, Luo CY, Song P, et al. Peripheral blood inflammatory biomarkers dynamics reflect treatment response and predict prognosis in non-small cell lung cancer patients with neoadjuvant immunotherapy[J].Cancer Sci,2023,114(12): 4484-4498. DOI:10.1111/cas.15964. |
[17] | Li M, Zhao S, Lopez G, et al. Mean platelet volume, thrombocytosis, and survival in non-small cell lung cancer patients treated with first-line pembrolizumab alone or with chemotherapy[J].Cancer Immunol Immunother,2023,72(7): 2067-2074. DOI:10.1007/s00262-023-03392-9. |
[18] | Sekine K, Kanda S, Goto Y, et al. Change in the lymphocyte-to-monocyte ratio is an early surrogate marker of the efficacy of nivolumab monotherapy in advanced non-small-cell lung cancer[J].Lung Cancer,2018,124: 179-188. DOI:10.1016/j.lungcan. 2018.08.012. pmid:30268458 |
[19] | Li Y, Zhang Z, Hu Y, et al. Pretreatment neutrophil-to-lymphocyte ratio (NLR) may predict the outcomes of advanced non-small-cell lung cancer (NSCLC) patients treated with immune checkpoint inhibitors (ICIs)[J].Front Oncol,2020,10: 654. DOI:10.3389/fonc.2020.00654. pmid:32656072 |
[20] | Yan X, Wang J, Mao J, et al. Identification of prognostic nutritional index as a reliable prognostic indicator for advanced lung cancer patients receiving immune checkpoint inhibitors[J].Front Nutr,2023,10: 1213255. DOI:10.3389/fnut.2023.1213255. |
[21] | Zhang N, Jiang J, Tang S, et al. Predictive value of neutrophil-lymphocyte ratio and platelet-lymphocyte ratio in non-small cell lung cancer patients treated with immune checkpoint inhibitors: a meta-analysis[J].Int Immunopharmacol,2020,85: 106677. DOI:10.1016/j.intimp.2020.106677. |
[22] | Liu N, Mao J, Tao P, et al. The relationship between NLR/PLR/LMR levels and survival prognosis in patients with non-small cell lung carcinoma treated with immune checkpoint inhibitors[J].Medicine (Baltimore),2022,101(3): e28617. DOI:10.1097/MD.0000000000028617. |
[23] | Coussens LM, Werb Z. Inflammation and cancer[J].Nature,2002,420(6917): 860-867. DOI:10.1038/nature01322. |
[24] | Fan R, Chen Y, Xu G, et al. Combined systemic immune-inflam-matory index and prognostic nutritional index predict outcomes in advanced non-small cell lung cancer patients receiving platinum-doublet chemotherapy[J].Front Oncol,2023,13: 996312. DOI:10.3389/fonc.2023.996312. |
[25] | Schlesinger M. Role of platelets and platelet receptors in cancer metastasis[J].J Hematol Oncol,2018,11(1): 125. DOI:10. 1186/s13045-018-0669-2. |
[26] | Watanabe K, Noma D, Masuda H, et al. Preoperative inflammation-based scores predict early recurrence after lung cancer resection[J].J Thorac Dis,2021: 2812-2823. DOI:10.21037/jtd-20-3458. |
[27] | Scilla KA, Bentzen SM, Lam VK, et al. Neutrophil-lymphocyte ratio is a prognostic marker in patients with locally advanced (stage ⅢA and ⅢB) non-small cell lung cancer treated with combined modality therapy[J].Oncologist,2017,22(6): 737-742. DOI:10.1634/theoncologist.2016-0443. |
[28] | Putzu C, Cortinovis DL, Colonese F, et al. Blood cell count indexes as predictors of outcomes in advanced non-small-cell lung cancer patients treated with nivolumab[J].Cancer Immunol Immunother,2018,67(9): 1349-1353. DOI:10.1007/s00262-018-2182-4. pmid:29947960 |
[29] | Zhang YP, Zhang R, Zhu HY, et al. Circulating low absolute CD4+T cell counts may predict poor prognosis in extranodal NK/T-cell lymphoma patients treating with pegaspargase-based chemotherapy[J].Cancer Res Treat,2019,51(1): 368-377. DOI:10.4143/crt.2018.010. |
[30] | Gooden MJM, de Bock GH, Leffers N, et al. The prognostic influence of tumour-infiltrating lymphocytes in cancer: a systematic review with meta-analysis[J].Br J Cancer,2011,105(1): 93-103. DOI:10.1038/bjc.2011.189. |
[31] | Rosenberg SA. Progress in human tumour immunology and immunotherapy[J].Nature,2001,411(6835): 380-384. DOI:10.1038/ 35077246. |
[32] | Li CW, Wu JQ, Jiang L, et al. The predictive value of inflammatory biomarkers for major pathological response in non-small cell lung cancer patients receiving neoadjuvant chemoimmunotherapy and its association with the immune-related tumor microenvironment: a multi-center study[J].Cancer Immunol Immunother,2023,72(3): 783-794. DOI:10.1007/s00262-022-03262-w. |
[33] | Chu X, Niu L, Xiao G, et al. The long-term and short-term efficacy of immunotherapy in non-small cell lung cancer patients with brain metastases: a systematic review and meta-analysis[J].Front Immunol,2022,13: 875488. DOI:10.3389/fimmu.2022. 875488. |
[34] | Wakuda K, Yabe M, Kodama H, et al. Efficacy of pembrolizumab in patients with brain metastasis caused by previously untreated non-small cell lung cancer with high tumor PD-L1 expression[J].Lung Cancer,2021,151: 60-68. DOI:10.1016/j.lungcan.2020. 11.009. pmid:33246646 |
[35] | Asano YH, Yamamoto N, Demura S, et al. Novel predictors of immune checkpoint inhibitor response and prognosis in advanced non-small-cell lung cancer with bone metastasis[J].Cancer Med,2023,12(11): 12425-12437. DOI:10.1002/cam4.5952. |
[36] | Liu L, Shi Z, Qiu X. Impact of bone metastasis on the prognosis of non-small cell lung cancer patients treated with immune checkpoint inhibitors: a systematic review and meta-analysis[J].Clin Transl Oncol,2024,26(3): 747-755. DOI:10.1007/s12094-023-03300-8. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||