Abstract
Introduction
Gastric cancer (GC) is the fourth leading cause of cancer-related death worldwide. Our study aimed to investigate the prognostic value of preoperative inflammatory, nutritional and tumor markers and develop an effective prognostic score system to predict the prognosis of GC patients.
Methods
We retrospectively analyzed 1587 consecutive GC patients who received curative gastrectomy from two medical centers. A novel prognostic score system was proposed based on independently preoperative markers associated with overall survival (OS) of GC patients. A nomogram based on prognostic score system was further established and validated internally and externally.
Results
Based on multivariate analysis in the training set, a novel BLC (body mass index-lymphocyte-carbohydrate antigen 19-9) score system was proposed, which showed an effective predictability of OS in GC patients (log-rank P < 0.001). Moreover, receiver-operating characteristic (ROC) analysis showed that BLC had better performance in predicting OS than the traditional prognostic markers. The C-index of the BLC based-nomogram was 0.710 (95% CI 0.686–0.734), and the areas under ROC curves for predicting 3- and 5-year OS were 0.781 (95% CI 0.750–0.813) and 0.755 (95% CI 0.723–0.786), respectively, which were higher than those of tumor node metastasis (TNM) staging system alone. The calibration curve for probability of 3- and 5-year OS rate showed a good fitting effect between prediction by nomogram and actual observation. Verification in the internal and external validation sets showed results consistent with those in the training set.
Conclusions
The BLC combining inflammatory, nutritional and tumor markers was an independent prognostic predictor for GC patients, and the nomogram based on BLC could accurately predict the personalized survival of patients with GC.
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References
Sung H, Ferlay J, Siegel RL, et al. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2021;71:209–41.
Van Cutsem E, Sagaert X, Topal B, et al. Gastric cancer. Lancet. 2016;388:2654–64.
Chen XL, Xue L, Wang W, et al. Prognostic significance of the combination of preoperative hemoglobin, albumin, lymphocyte and platelet in patients with gastric carcinoma: a retrospective cohort study. Oncotarget. 2015;6:41370–82.
Markus M, Abendroth A, Noureddine R, et al. Combined systemic inflammation score (SIS) correlates with prognosis in patients with advanced pancreatic cancer receiving palliative chemotherapy. J Cancer Res Clin Oncol. 2020;147:579–91.
Li Q, Zhang X, Tang M, et al. Different muscle mass indices of the global leadership initiative on malnutrition in diagnosing malnutrition and predicting survival of patients with gastric cancer. Nutrition. 2021;89:111286.
Zhang FM, Chen XL, Wu Q, et al. Development and validation of nomograms for the prediction of low muscle mass and radiodensity in gastric cancer patients. Am J Clin Nutr. 2021;113:348–58.
Ma Y, Lin J, Lin J, et al. A novel prognosis marker based on combined preoperative carcinoembryonic antigen and systemic inflammatory response for resectable gastric cancer. J Cancer. 2021;12:927–35.
Xue W, Xu X, Tan Y, et al. Evaluation and validation of the prognostic value of nutrition and immunity parameters in gastric cancer after R0 resection. Medicine (Baltimore). 2020;99:e19270.
Wang Y, Chen L, Zhang B, et al. Pretreatment inflammatory-nutritional biomarkers predict responses to neoadjuvant chemoradiotherapy and survival in locally advanced rectal cancer. Front Oncol. 2021;11:639909.
Fang L, Yan FH, Liu C, et al. Systemic inflammatory biomarkers, especially fibrinogen to albumin ratio, predict prognosis in patients with pancreatic cancer. Cancer Res Treat. 2020;53:131–9.
Qiu Y, Zhang Z, Chen Y. Prognostic value of pretreatment systemic immune-inflammation index in gastric cancer: a meta-analysis. Front Oncol. 2021;11:537140.
Shimada H, Noie T, Ohashi M, et al. Clinical significance of serum tumor markers for gastric cancer: a systematic review of literature by the Task Force of the Japanese Gastric Cancer Association. Gastric Cancer. 2014;17:26–33.
Sun Z, Zhang N. Clinical evaluation of CEA, CA19-9, CA72-4 and CA125 in gastric cancer patients with neoadjuvant chemotherapy. World J Surg Oncol. 2014;12:397.
Wang W, Chen XL, Zhao SY, et al. Prognostic significance of preoperative serum CA125, CA19-9 and CEA in gastric carcinoma. Oncotarget. 2016;7:35423–36.
Gu L, Wang M, Cui X, et al. Clinical significance of peripheral blood-derived inflammation markers in advanced gastric cancer after radical resection. BMC Surg. 2020;20:219.
Kim EY, Song KY. The preoperative and the postoperative neutrophil-to-lymphocyte ratios both predict prognosis in gastric cancer patients. World J Surg Oncol. 2020;18:293.
Zhou Z, Liang M, Wu H, et al. Preoperative lymphocyte-to-monocyte ratio as a prognostic predictor of long-term mortality in cardiac surgery patients: a propensity score matching analysis. Front Cardiovasc Med. 2021;8:639890.
Association TJGC. Japanese classification of gastric carcinoma: 3rd English edition. Gastric Cancer. 2011;14:101–12.
Amin MB, Greene FL, Edge SB, et al. The eighth edition cancer staging manual continuing to build a bridge from a population-based to a more “personalized” approach to cancer staging. CA Cancer J Clin. 2017;67:93–9.
Zhang WH, Song XH, Chen XZ, et al. Characteristics and survival outcomes related to the infra-pyloric lymph node status of gastric cancer patients. World J Surg Oncol. 2018;16:116.
Feng LW, Li J, Liang LF, et al. A predictive scoring system based on inflammatory and tumor markers for gastric cancer patients undergoing curative resection. Cancer Manag Res. 2020;12:3937–48.
Jiao X, Qian X, Wu L, et al. microRNA: the impact on cancer stemness and therapeutic resistance. Cells. 2019;9:8.
Golder AM, McMillan DC, Park JH, et al. The prognostic value of combined measures of the systemic inflammatory response in patients with colon cancer: an analysis of 1700 patients. Br J Cancer. 2021;128:1828–35.
Toledano-Fonseca M, Cano MT, Inga E, et al. The combination of neutrophil-lymphocyte ratio and platelet-lymphocyte ratio with liquid biopsy biomarkers improves prognosis prediction in metastatic pancreatic cancer. Cancers (Basel). 2021;13:1210.
Wu Y, Tu C, Shao C. Inflammatory indexes in preoperative blood routine to predict early recurrence of hepatocellular carcinoma after curative hepatectomy. BMC Surg. 2021;21:178.
Fan X, Wang D, Zhang W, et al. Inflammatory markers predict survival in patients with advanced gastric and colorectal cancers receiving Anti-PD-1 therapy. Front Cell Dev Biol. 2021;9:638312.
He P, Cheng S, Hu F, et al. Up-regulation of DGAT1 in cancer tissues and tumor-infiltrating macrophages influenced survival of patients with gastric cancer. BMC Cancer. 2021;21:252.
Chen L, Hao Y, Zhu L, et al. Monocyte to lymphocyte ratio predicts survival in patients with advanced gastric cancer undergoing neoadjuvant chemotherapy. Onco Targets Ther. 2017;10:4007–16.
Cao W, Yao X, Cen D, et al. The prognostic role of platelet-to-lymphocyte ratio on overall survival in gastric cancer: a systematic review and meta-analysis. BMC Gastroenterol. 2020;20:16.
Zhao LY, Zhao YL, Wang JJ, et al. Is preoperative fibrinogen associated with the survival prognosis of gastric cancer patients? a multi-centered, propensity score-matched retrospective study. World J Surg. 2020;44:213–22.
Farolfi A, Petracci E, Serra L, et al. Tumor-infiltrating lymphocytes (TILs) and risk of a second breast event after a ductal carcinoma in situ. Front Oncol. 2020;10:1486.
Lotfinejad P, Asghari Jafarabadi M, Abdoli Shadbad M, et al. Prognostic role and clinical significance of tumor-infiltrating lymphocyte (TIL) and programmed death ligand 1 (PD-L1) expression in triple-negative breast cancer (TNBC): a systematic review and meta-analysis study. Diagnostics (Basel). 2020;10:704.
Oshi M, Asaoka M, Tokumaru Y, et al. CD8 T Cell Score as a Prognostic Biomarker for Triple Negative Breast Cancer. Int J Mol Sci. 2020;21:6968.
Rabinowich H, Cohen R, Bruderman I, et al. Functional analysis of mononuclear cells infiltrating into tumors: lysis of autologous human tumor cells by cultured infiltrating lymphocytes. Cancer Res. 1987;47:173–7.
Tatara T, Suzuki S, Kanaji S, et al. Lymphopenia predicts poor prognosis in older gastric cancer patients after curative gastrectomy. Geriatr Gerontol Int. 2019;19:1215–9.
Park SJ, Lee J, Kim H, et al. Association between absolute lymphocyte count and overall mortality in patients with surgically resected gastric cancer. Korean J Intern Med. 2021;36:679–88.
Xie MZ, Tang YP, Hu BL, et al. Percentage of Natural Killer (NK) cells in peripheral blood is associated with prognosis in patients with gastric cancer: a retrospective study from a single center. Med Sci Monit. 2021;27:e927464.
Du Y, Rong S, Sun Y, et al. Association between frequency of eating away-from-home meals and risk of all-cause and cause-specific mortality. J Acad Nutr Diet. 2021. https://doi.org/10.1016/j.jand.2021.01.012.
Shiihara M, Higuchi R, Izumo W, et al. Impact of the controlling nutritional status score on severe postoperative complications of pancreaticoduodenectomy for pancreatic cancer. Langenbecks Arch Surg. 2021. https://doi.org/10.1007/s00423-021-02151-7.
Zheng H, Pan Q, Zhu W, et al. Novel nutrition-based nomograms to assess the outcomes of lung cancer patients treated with anlotinib or apatinib. Front Oncol. 2021;11:628693.
Wada T, Kunisaki C, Ono HA, et al. Implications of BMI for the prognosis of gastric cancer among the japanese population. Dig Surg. 2015;32:480–6.
Ackerman D, Laszlo M, Provisor A, Yu A. Nutrition management for the head and neck cancer patient. Cancer Treat Res. 2018;174:187–208.
Feng F, Zheng G, Guo X, et al. Impact of body mass index on surgical outcomes of gastric cancer. BMC Cancer. 2018;18:151.
Han BL, Wang YM, Xue YW. Relationship between body mass index and clinicopathological characteristics and prognosis of gastric cancer patients. Zhonghua Zhong Liu Za Zhi. 2019;41:527–32.
Song YX, Huang XZ, Gao P, et al. Clinicopathologic and prognostic value of serum carbohydrate antigen 19-9 in gastric cancer: a meta-analysis. Dis Markers. 2015;2015:549843.
Touijer K, Scardino PT. Nomograms for staging, prognosis, and predicting treatment outcomes. Cancer. 2009;115:3107–11.
Acknowledgements
Funding
This study was funded by (1) Foundation of Science & Technology Department of Sichuan Province (20YYJC3357); (2) National Natural Science Foundation of China, No. 82072688; (3) Post-Doctor Research Project, West China Hospital, Sichuan University (2018HXBH010); (4) Project funded by China Postdoctoral Science Foundation (2019M653418, 2020T130449). The Rapid Service Fee was funded by the authors.
Authorship
Huayang Pang, Weihan Zhang, Xianwen Liang, Ziqi Zhang, Xiaolong Chen, Linyong Zhao, Kai Liu, Danil Galiullin, Kun Yang, Xinzu Chen and Jiankun Hu meet the International Committee of Medical Journal Editors (ICMJE) criteria for authorship for this article, take responsibility for the integrity of the work as a whole, and have given their approval for this version to be published.
Authorship contribution
Conceptualization: Huayang Pang, Weihan Zhang; Methodology: Huayang Pang, Weihan Zhang, Xianwen Liang, Xiaolong Chen, Linyong Zhao, Kai Liu, Kun Yang, Xinzu Chen; Formal analysis and investigation: Huayang Pang, Weihan Zhang, Ziqi Zhang; Writing - original draft preparation: Huayang Pang, Weihan Zhang; Writing - Review & Editing: Xianwen Liang, Danil Galiullin; Funding acquisition: Weihan Zhang, Jiankun Hu; Supervision: Jiankun Hu.
Disclosures
Huayang Pang, Weihan Zhang, Xianwen Liang, Ziqi Zhang, Xiaolong Chen, Linyong Zhao, Kai Liu, Danil Galiullin, Kun Yang, Xinzu Chen and Jiankun Hu declare no potential conflicts of interest.
Compliance with Ethics Guidelines
Patient records from two medical centers were anonymized and de-identified prior to analysis, and signed patient informed consent was obtained before operation. This retrospective study was approved by the Research Ethics Committee of West China Hospital, which is the principal affiliation of this study. The ethical approval number was no. WCH SGCPR-2021–04. The study was conducted in accordance with the Helsinki Declaration of 1964 and its later amendments.
Data Availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
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Pang, H., Zhang, W., Liang, X. et al. Prognostic Score System Using Preoperative Inflammatory, Nutritional and Tumor Markers to Predict Prognosis for Gastric Cancer: A Two-Center Cohort Study. Adv Ther 38, 4917–4934 (2021). https://doi.org/10.1007/s12325-021-01870-z
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DOI: https://doi.org/10.1007/s12325-021-01870-z