Abstract
Background & Aims
This study assessed the prognostic value of LCR in patients with cancer-associated malnutrition (CAM). Systemic inflammatory markers, particularly the lymphocyte-to-C-reactive protein ratio (LCR), are related to the survival of patients with CAM. The present retrospective analysis based on a prospective multicenter cohort study, which involved 1,437 hospitalized patients with CAM.
Methods
The area under the receiver operating characteristic curve (AUC) of ten inflammatory indicators — LCR, advanced lung cancer inflammation index, neutrophil-to-lymphocyte ratio, prognostic nutritional index, modified Glasgow prognostic score, systemic immune-inflammation index, albumin-to-globulin ratio, LCR score, glucose-to-lymphocyte ratio, and platelet-to-lymphocyte ratio—were constructed. Nutritional status, blood markers, and quality of life (QoL) were evaluated within 48 h of admission. The overall survival (OS) was evaluated from September 1 to December 29, 2021.
Results
A total of 1,431 cancer patients diagnosed with malnutrition based on the Global Leadership Initiative on Malnutrition (GLIM) criteria. Male patients were 62.8% of all, and the mean age was 60.66 years old. The AUC of LCR was higher than that of other inflammatory markers. The restricted cubic spline (RCS) of the Hazard ratios (HRs) showed an inverse L-shaped relationship with LCR. In addition, patients with low LCR had significantly poorer OS than those with high LCR. The addition of LCR to the model increased the predictive ability of 1-year mortality (AUC increase of 0.036), 3-year mortality (AUC increase of 0.038), and 5-year mortality (AUC increase of 0.031).
Conclusions
Assessing the LCR can help the medical staff identify cancer patients with nutritional deficiency at high risk of oncological outcomes and develop individualized therapeutic strategies.
Similar content being viewed by others
References
Liu C, Lu Z, Li Z, Xu J, Cui H, Zhu M. Influence of Malnutrition According to the GLIM Criteria on the Clinical Outcomes of Hospitalized Patients With Cancer. Front Nutr. 2021;8:774636; doi: https://doi.org/10.3389/fnut.2021.774636.
Freijer K, Tan SS, Koopmanschap MA, Meijers JM, Halfens RJ, Nuijten MJ. The economic costs of disease related malnutrition. Clin Nutr. 2013;32(1):136–41; doi: https://doi.org/10.1016/j.clnu.2012.06.009.
Martinez-Escribano C, Arteaga Moreno F, Perez-Lopez M, Cunha-Perez C, Belenguer-Varea A, Cuesta Peredo D, et al. Malnutrition and Increased Risk of Adverse Outcomes in Elderly Patients Undergoing Elective Colorectal Cancer Surgery: A Case-Control Study Nested in a Cohort. Nutrients. 2022;14(1); doi: https://doi.org/10.3390/nu14010207.
Cederholm T, Jensen GL, Correia M, Gonzalez MC, Fukushima R, Higashiguchi T, et al. GLIM criteria for the diagnosis of malnutrition — A consensus report from the global clinical nutrition community. Clin Nutr. 2019;38(1):1–9; doi: https://doi.org/10.1016/j.clnu.2018.08.002.
Zhang KP, Tang M, Fu ZM, Zhang Q, Zhang X, Guo ZQ, et al. Global Leadership Initiative on Malnutrition criteria as a nutrition assessment tool for patients with cancer. Nutrition. 2021;91–92:111379; doi: https://doi.org/10.1016/j.nut.2021.111379.
Mantovani A, Allavena P, Sica A, Balkwill F. Cancer-related inflammation. Nature. 2008;454(7203):436–44; doi: https://doi.org/10.1038/nature07205.
Diakos CI, Charles KA, McMillan DC, Clarke SJ. Cancer-related inflammation and treatment effectiveness. Lancet Oncol. 2014;15(11):e493–503; doi: https://doi.org/10.1016/S1470-2045(14)70263-3.
McNally PW, Warriss PD. Recent bruising in cattle at abattoirs. Vet Rec. 1996;138(6):126–8; doi: https://doi.org/10.1136/vr.138.6.126.
Arends J, Baracos V, Bertz H, Bozzetti F, Calder PC, Deutz NEP, et al. ESPEN expert group recommendations for action against cancer-related malnutrition. Clin Nutr. 2017;36(5):1187–96; doi: https://doi.org/10.1016/j.clnu.2017.06.017.
Xie H, Ruan G, Ge Y, Zhang Q, Zhang H, Lin S, et al. Inflammatory burden as a prognostic biomarker for cancer. Clin Nutr. 2022;41(6):1236–43; doi: https://doi.org/10.1016/j.clnu.2022.04.019.
Suzuki S, Akiyoshi T, Oba K, Otsuka F, Tominaga T, Nagasaki T, et al. Comprehensive Comparative Analysis of Prognostic Value of Systemic Inflammatory Biomarkers for Patients with Stage II/III Colon Cancer. Ann Surg Oncol. 2020;27(3):844–52; doi: https://doi.org/10.1245/s10434-019-07904-9.
Cupp MA, Cariolou M, Tzoulaki I, Aune D, Evangelou E, Berlanga-Taylor AJ. Neutrophil to lymphocyte ratio and cancer prognosis: an umbrella review of systematic reviews and meta-analyses of observational studies. BMC Med. 2020;18(1):360; doi: https://doi.org/10.1186/s12916-020-01817-1.
Mao Y, Fu Y, Gao Y, Yang A, Zhang Q. Platelet-to-lymphocyte ratio predicts long-term survival in laryngeal cancer. Eur Arch Otorhinolaryngol. 2018;275(2):553–9; doi: https://doi.org/10.1007/s00405-017-4849-4.
Okugawa Y, Toiyama Y, Yamamoto A, Shigemori T, Ide S, Kitajima T, et al. Lymphocyte-C-reactive Protein Ratio as Promising New Marker for Predicting Surgical and Oncological Outcomes in Colorectal Cancer. Ann Surg. 2020;272(2):342–51; doi: https://doi.org/10.1097/SLA.0000000000003239.
Okugawa Y, Toiyama Y, Yamamoto A, Shigemori T, Ichikawa T, Yin C, et al. Lymphocyte-to-C-reactive protein ratio and score are clinically feasible nutrition-inflammation markers of outcome in patients with gastric cancer. Clin Nutr. 2020;39(4):1209–17; doi: https://doi.org/10.1016/j.clnu.2019.05.009.
Okadome K, Baba Y, Yagi T, Kiyozumi Y, Ishimoto T, Iwatsuki M, et al. Prognostic Nutritional Index, Tumor-infiltrating Lymphocytes, and Prognosis in Patients with Esophageal Cancer. Ann Surg. 2020;271(4):693–700; doi: https://doi.org/10.1097/SLA.0000000000002985.
Tokunaga R, Sakamoto Y, Nakagawa S, Miyamoto Y, Yoshida N, Oki E, et al. Prognostic Nutritional Index Predicts Severe Complications, Recurrence, and Poor Prognosis in Patients With Colorectal Cancer Undergoing Primary Tumor Resection. Dis Colon Rectum. 2015;58(11):1048–57; doi: https://doi.org/10.1097/DCR.0000000000000458.
Tsujino T, Komura K, Matsunaga T, Yoshikawa Y, Takai T, Uchimoto T, et al. Preoperative Measurement of the Modified Glasgow Prognostic Score Predicts Patient Survival in Non-Metastatic Renal Cell Carcinoma Prior to Nephrectomy. Ann Surg Oncol. 2017;24(9):2787–93; doi: https://doi.org/10.1245/s10434-017-5948-6.
Chen Z, Nonaka H, Onishi H, Nakatani E, Sato Y, Funayama S, et al. Modified Glasgow Prognostic Score is predictive of prognosis for non-small cell lung cancer patients treated with stereotactic body radiation therapy: a retrospective study. J Radiat Res. 2021;62(3):457–64; doi: https://doi.org/10.1093/jrr/rrab021.
Chen JH, Zhai ET, Yuan YJ, Wu KM, Xu JB, Peng JJ, et al. Systemic immune-inflammation index for predicting prognosis of colorectal cancer. World J Gastroenterol. 2017;23(34):6261–72; doi: https://doi.org/10.3748/wjg.v23.i34.6261.
Atsumi Y, Kawahara S, Kakuta S, Onodera A, Hara K, Kazama K, et al. Low Preoperative Albumin-to-Globulin Ratio Is a Marker of Poor Prognosis in Patients With Esophageal Cancer. In Vivo. 2021;35(6):3555–61; doi: https://doi.org/10.21873/invivo.12658.
Zhong A, Cheng CS, Kai J, Lu R, Guo L. Clinical Significance of Glucose to Lymphocyte Ratio (GLR) as a Prognostic Marker for Patients With Pancreatic Cancer. Front Oncol. 2020;10:520330; doi: https://doi.org/10.3389/fonc.2020.520330.
Mandaliya H, Jones M, Oldmeadow C, Nordman, II. Prognostic biomarkers in stage IV non-small cell lung cancer (NSCLC): neutrophil to lymphocyte ratio (NLR), lymphocyte to monocyte ratio (LMR), platelet to lymphocyte ratio (PLR) and advanced lung cancer inflammation index (ALI). Transl Lung Cancer Res. 2019;8(6):886–94; doi: https://doi.org/10.21037/tlcr.2019.11.16.
Seo YJ, Kong YG, Yu J, Park JH, Kim SJ, Kim HY, et al. The prognostic nutritional index on postoperative day one is associated with one-year mortality after burn surgery in elderly patients. Burns Trauma. 2021;9:tkaa043; doi: https://doi.org/10.1093/burnst/tkaa043.
Ferro M, Tataru OS, Musi G, Lucarelli G, Abu Farhan AR, Cantiello F, et al. Modified Glasgow Prognostic Score as a Predictor of Recurrence in Patients with High Grade Non-Muscle Invasive Bladder Cancer Undergoing Intravesical Bacillus Calmette-Guerin Immunotherapy. Diagnostics (Basel). 2022;12(3); doi: https://doi.org/10.3390/diagnostics12030586.
Zhang YF, Lu LH, Zhong C, Chen MS, Guo RP, Wang L. Prognostic Value of the Preoperative Lymphocyte-C-Reactive Protein Ratio in Hepatocellular Carcinoma Patients Treated with Curative Intent: A Large-Scale Multicentre Study. J Inflamm Res. 2021;14:2483–95; doi: https://doi.org/10.2147/JIR.S311994.
Gu XB, Tian T, Tian XJ, Zhang XJ. Prognostic significance of neutrophil-to-lymphocyte ratio in non-small cell lung cancer: a meta-analysis. Sci Rep. 2015;5:12493; doi: https://doi.org/10.1038/srep12493.
Jafri SH, Shi R, Mills G. Advance lung cancer inflammation index (ALI) at diagnosis is a prognostic marker in patients with metastatic non-small cell lung cancer (NSCLC): a retrospective review. BMC Cancer. 2013;13:158; doi: https://doi.org/10.1186/1471-2407-13-158.
Schiefer S, Wirsik NM, Kalkum E, Seide SE, Nienhuser H, Muller B, et al. Systematic Review of Prognostic Role of Blood Cell Ratios in Patients with Gastric Cancer Undergoing Surgery. Diagnostics (Basel). 2022;12(3); doi: https://doi.org/10.3390/diagnostics12030593.
Zhang X, Tang M, Zhang Q, Zhang KP, Guo ZQ, Xu HX, et al. The GLIM criteria as an effective tool for nutrition assessment and survival prediction in older adult cancer patients. Clin Nutr. 2021;40(3):1224–32; doi: https://doi.org/10.1016/j.clnu.2020.08.004.
Xu J, Zhong Y, Jing D, Wu Z. Preoperative enteral immunonutrition improves postoperative outcome in patients with gastrointestinal cancer. World J Surg. 2006;30(7):1284–9; doi: https://doi.org/10.1007/s00268-005-0756-8.
Ruan GT, Ge YZ, Xie HL, Hu CL, Zhang Q, Zhang X, et al. Association Between Systemic Inflammation and Malnutrition With Survival in Patients With Cancer Sarcopenia-A Prospective Multicenter Study. Front Nutr. 2021;8:811288; doi: https://doi.org/10.3389/fnut.2021.811288.
Schmidt T, Jonat W, Wesch D, Oberg HH, Adam-Klages S, Keller L, et al. Influence of physical activity on the immune system in breast cancer patients during chemotherapy. J Cancer Res Clin Oncol. 2018;144(3):579–86; doi: https://doi.org/10.1007/s00432-017-2573-5.
Shen Q, Liu W, Quan H, Pan S, Li S, Zhou T, et al. Prealbumin and lymphocyte-based prognostic score, a new tool for predicting long-term survival after curative resection of stage II/III gastric cancer. Br J Nutr. 2018;120(12):1359–69; doi: https://doi.org/10.1017/S0007114518002854.
Huang W, Wu L, Liu X, Long H, Rong T, Ma G. Preoperative serum C-reactive protein levels and postoperative survival in patients with esophageal squamous cell carcinoma: a propensity score matching analysis. J Cardiothorac Surg. 2019;14(1):167; doi: https://doi.org/10.1186/s13019-019-0981-0.
Zhang H, Wang Y, Ni J, Shi H, Zhang T, Zhang Y, et al. Prognostic Value of Lymphocyte-C-Reactive Protein Ratio in Patients Undergoing Radical Cystectomy for Bladder Cancer: A Population-Based Study. Front Oncol. 2021;11:760389; doi: https://doi.org/10.3389/fonc.2021.760389.
Nishi M, Shimada M, Tokunaga T, Higashijima J, Yoshikawa K, Kashihara H, et al. Lymphocyte to C-reactive protein ratio predicts long-term outcomes for patients with lower rectal cancer. World J Surg Oncol. 2021;19(1):201; doi: https://doi.org/10.1186/s12957-021-02319-x.
Angin YS, Yildirim M, Dasiran F, Okan I. Could lymphocyte to C-reactive protein ratio predict the prognosis in patients with gastric cancer? ANZ J Surg. 2021;91(7–8):1521–7; doi: https://doi.org/10.1111/ans.16913.
Lee JL, Jeong Y. Quality of Life in Patients With Non-Small Cell Lung Cancer: Structural Equation Modeling. Cancer Nurs. 2019;42(6):475–83; doi: https://doi.org/10.1097/NCC.0000000000000645.
Zhang Q, Zhang KP, Zhang X, Tang M, Song CH, Cong MH, et al. Scored-GLIM as an effective tool to assess nutrition status and predict survival in patients with cancer. Clin Nutr. 2021;40(6):4225–33; doi: https://doi.org/10.1016/j.clnu.2021.01.033.
Poulia KA, Antoniadou D, Sarantis P, Karamouzis MV. Pancreatic Cancer Prognosis, Malnutrition Risk, and Quality of Life: A Cross-Sectional Study. Nutrients. 2022;14(3); doi: https://doi.org/10.3390/nu14030442.
Okugawa Y, Toiyama Y, Fujikawa H, Kawamura M, Yasuda H, Yokoe T, et al. Cumulative perioperative lymphocyte/C-reactive protein ratio as a predictor of the long-term outcomes of patients with colorectal cancer. Surg Today. 2021;51(12):1906–17; doi: https://doi.org/10.1007/s00595-021-02291-9.
Acknowledgments
All authors are grateful to the participants and investigators of the Investigation on the Nutrition Status and Clinical Outcome of Common Cancers (INSCOC) Group for the rigorous data collection and sharing.
Funding
Funding: This work was supported by the National Multidisciplinary Cooperative Diagnosis and Treatment Capacity Project for Major Diseases: Comprehensive Treatment and Management of Critically Ill Elderly Inpatients (No. 2019.YLFW).
Author information
Authors and Affiliations
Contributions
Authorship: Han-Ping Shi, Li Deng, and Qi Zhang have made substantial contributions to conception and design. Kang-Ping Zhang, Guo-Tian Ruan and Xi Zhang have made substantial contributions to acquisition of data. Kang-Ping Zhang have performed the analysis of data and wrote the manuscript. Guo-Tian Ruan, Meng-Meng Song, Hai-Lun Xie, He-Yang Zhang, Xiang-Rui Li, Ming Yang, Yu-Ying Liu, Qin-Qin Li, Yi-Zhong Ge, Xiao-Yue Liu, Shi-Qi Lin, Wei Li, Hong-Xia Xu have been involved in revising the manuscript critically for important intellectual content.
Corresponding authors
Ethics declarations
Conflict of Interest: These authors declare that they have no conflicts of interests.
Ethical standards: This current study was approved by the research ethics committee of each participating center under the principle of the Declaration of Helsinki.
Additional information
Registration Number: This study was derived from the Investigation on Nutrition Status and its Clinical Outcome of Common Cancers (INSCOC) cohort, a prospective multicenter cohort study in China (Registration number: ChiCTR1800020329).
Rights and permissions
About this article
Cite this article
Zhang, KP., Zhang, X., Zhang, Q. et al. Association between the Lymphocyte-to-C-Reactive Protein Ratio and Survival Outcomes in Cancer Patients with GLIM-Defined Malnutrition: A Multicenter Study. J Nutr Health Aging 26, 847–855 (2022). https://doi.org/10.1007/s12603-022-1835-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12603-022-1835-3