- Original article
- Open Access
Prognostic significance of the pre-chemotherapy lymphocyte-to-monocyte ratio in patients with previously untreated metastatic colorectal cancer receiving FOLFOX chemotherapy
Chinese Journal of Cancer volume 35, Article number: 5 (2016)
As a surrogate marker of systemic inflammation, the lymphocyte-to-monocyte ratio (LMR) is an independent prognostic factor for various malignancies. This study investigated the prognostic significance of the pre-chemotherapy LMR in patients with previously untreated metastatic colorectal cancer (mCRC) receiving chemotherapy.
The present study included newly diagnosed mCRC patients treated between January 2005 and December 2013 with FOLFOX chemotherapy, specifically oxaliplatin 180 mg/m2 on day 1, with leucovorin 400 mg/m2 administered as a 2-hour infusion before the administration of 5-fluorouracil 400 mg/m2 as an intravenous bolus injection, and 5-fluorouracil 2400 mg/m2 as a 46-h infusion immediately after 5-fluorouracil bolus injection. The LMR was calculated as the absolute count of lymphocytes divided by the absolute count of monocytes. COX proportional hazards analysis was performed to evaluate the association of LMR with survival outcomes.
A total of 488 patients were included. Patients with high pre-chemotherapy LMR experienced significant improvements in progression-free survival (PFS, 9.2 vs. 7.6 months, P < 0.001) and overall survival (OS, 19.4 vs. 16.6 months, P < 0.001) compared with patients with low pre-chemotherapy LMR. Subsequent COX multivariate analysis showed that high pre-chemotherapy LMR (≥3.11) was an independent favorable prognostic factor for PFS and OS. Additionally, patients whose LMR remained high (high–high subgroup), increased (low–high subgroup), or decreased (high–low subgroup) following chemotherapy showed better results in terms of PFS and OS than patients whose LMR remained low (low–low subgroup) after chemotherapy.
For patients with previously untreated mCRC receiving FOLFOX chemotherapy, an elevated pre-chemotherapy LMR is an independent favorable prognostic factor for PFS and OS, and changes in the LMR before and after chemotherapy seem to predict the benefit of chemotherapy.
Colorectal cancer (CRC) is the third most frequently diagnosed cancer among men and women in the most developed areas in China, and its incidence is increasing significantly because of the aging population [1, 2]. Metastatic disease is found in approximately half of all patients . Combined treatment with oxaliplatin (OHP) and 5-fluorouracil (5-FU) that is biochemically activated by leucovorin (LV), also known as FOLFOX regimen, remains the first-line treatment of metastatic colorectal cancer (mCRC) patients, with an objective response rate of 31% and a median survival of approximately 14 months [4, 5]. Due to unsatisfactory results obtained by palliative chemotherapy, identifying prognostic and predictive biomarkers that can be used to improve disease management through patient classification remains the subject of intense investigation in mCRC.
Inflammation is a key component of the tumor microenvironment . Accumulating evidence has shed light on the molecular pathways that link inflammation and cancer, suggesting that inflammation in the tumor microenvironment leads to neoplastic cell proliferation, angiogenesis, metastasis, collapse of antitumor immunity, and unresponsiveness to antineoplastic therapy [7–9]. Therefore, cancer-related inflammation represents a potential therapeutic target for treating cancer . Lymphocytes can turn into tumor-infiltrating lymphocytes (TILs) by migrating into the tumor microenvironment. Stage III CRC patients with a high level of TILs experience better results in terms of 5-year overall survival (OS) and disease-free survival (DFS) than patients with a low level of TILs . Monocytes can differentiate into macrophages in the tumor microenvironment. In turn, macrophages promote tumor cell migration, invasion, and metastasis . As a surrogate marker of systemic inflammation, the lymphocyte-to-monocyte ratio (LMR) serves as an independent prognostic factor for a large variety of malignancies [13–16]. A study including 372 patients with stages II and III colon cancer revealed that patients with preoperative LMR > 2.83 obtained significant improvements in terms of time-to-recurrence and OS compared with patients with LMR ≤ 2.83, and the benefit of adjuvant 5-FU-based chemotherapy was limited to patients with preoperative LMR > 2.83 .
To the best of our knowledge, the prognostic significance of circulating LMR in patients with previously untreated mCRC receiving FOLFOX chemotherapy is not well defined. Therefore, this study investigated the prognostic significance of pre-chemotherapy LMR in patients with newly diagnosed mCRC receiving FOLFOX chemotherapy.
Patients and methods
This study was approved by the ethics committee of the Zhongshan Hospital of Sun Yat-sen University. Written informed consent was obtained from all patients prior to treatment.
Between January 2005 and December 2013, patients treated at the Zhongshan Hospital of Sun Yat-sen University were retrospectively identified to determine their eligibility for the study. The eligibility criteria were as follows: age ≥18 and ≤75 years, pathologically proven and chemotherapy-naïve mCRC, Eastern Cooperative Oncology Group (ECOG) performance status of 0–2, first-line chemotherapy with FOLFOX (OHP 180 mg/m2 on day 1 with LV 400 mg/m2 administered as a 2-h infusion before 5-FU 400 mg/m2 administered as an intravenous bolus injection, and 5-FU 2400 mg/m2 as a 46-h infusion immediately after 5-FU bolus injection), chemotherapy duration ≥6 and ≤12 cycles, and complete clinical and follow-up data. Patients were excluded if they had any active infections prior to the first chemotherapy cycle.
Measurement of LMR
Peripheral blood was obtained within 3 days before the initiation of the first cycle of chemotherapy and between 3 and 4 weeks after the completion of the last cycle. A complete blood count with differential quantification was generated using the automated hematology analyzer Sysmex XE-2100 (Sysmex, Kobe, Japan). The LMR was calculated by dividing the absolute lymphocyte count (ALC) by the absolute monocyte count (AMC).
Progression-free survival (PFS) was calculated from the date of chemotherapy initiation to the date of first progression, death from any cause, or the last follow-up. OS was calculated from the time of diagnosis to the date of death from any cause. The optimal cutoff levels were determined by receiver operating curve (ROC) analysis. A Chi-square test was used to compare baseline features between different groups. Survival curves were generated using the Kaplan–Meier method and compared using the log-rank test. Univariate and multivariate analyses to determine prognostic predictors were performed using COX proportional hazard regression models. These analyses were performed with SPSS software (version 16.0, SPSS Inc., Chicago, IL, USA). A two-tailed P < 0.05 was considered significant.
A total of 488 patients were eligible for the study. The median age at diagnosis was 54 years (range 37–72 years). The ratio of males to females was approximately 1.2:1. An ECOG performance status of less than 2 was observed in 314 patients (64.3%). Primary colon cancer was diagnosed in 259 patients (53.1%). The tumor was well or moderately differentiated in 283 patients (58.0%). The median number of metastatic sites was 2 (range 1–5). The median chemotherapy cycles were 9 (range 6–12). The median pre-chemotherapy lymphocyte and monocyte counts were 2.83 × 109/L (range 0.31–5.64 × 109/L) and 0.65 × 109/L (range 0.16–4.19 × 109/L), respectively. All patients were followed up until December 31, 2014. The median follow-up time was 23.5 months (range 4.3–32.8 months).
Selection of cut-off values
Based on ROC curves for survival analysis, the optimal cut-off values were 2.70 × 109/L for ALC, with an area under the curve (AUC) value of 0.634 [95% confidence interval (CI) 0.546–0.724, P = 0.034]; 0.55 × 109/L for AMC, with an AUC value of 0.712 (95% CI 0.613–0.795, P = 0.008); and 3.11 for LMR, with an AUC value of 0.733 (95% CI 0.638–0.786, P = 0.004).
Comparison of patient characteristics based on the cut-off values
Of the 488 patients, 216 were assigned to the low-LMR (LMR < 3.11) group, and 272 were assigned to the high-LMR (LMR ≥ 3.11) group. A comparison of the baseline patient characteristics between high- and low-LMR groups is presented in Table 1. Both groups were well balanced with respect to patient age, gender, and the site of primary tumor. However, significant differences between the low- and high-LMR groups were observed in terms of ECOG performance status, number of metastatic sites, differentiation, pre-chemotherapy ALC, and pre-chemotherapy AMC (all P < 0.05).
The median PFS and OS for all patients were 8.8 months (95% CI 8.4–9.2 months) and 18.2 months (95% CI 17.5–18.9 months), respectively. Patients with a pre-chemotherapy ALC of 2.70 × 109/L or greater had longer, though not significantly longer, PFS [9.0 months (95% CI 8.6–9.4 months) vs. 8.2 months (95% CI 7.6–8.8 months), P = 0.062; Fig. 1a] and OS [18.6 months (95% CI 17.9–19.3 months) vs. 17.8 months (95% CI 16.6–19.0 months), P = 0.112; Fig. 1b] compared with patients with an ALC of less than 2.70 × 109/L. However, patients with a pre-chemotherapy AMC of less than 0.55 × 109/L had significantly longer PFS [9.4 months (95% CI 8.9–9.9 months) vs. 8.2 months (95% CI 7.7–8.7 months), P < 0.001; Fig. 1c] and OS [20.2 months (95% CI 18.7–21.7 months) vs. 17.4 months (95% CI 16.3–18.5 months), P < 0.001; Fig. 1d] than patients with an AMC of 0.55 × 109/L or greater. In addition, patients in the high-LMR group experienced significant improvements in PFS [9.2 months (95% CI 8.8–9.6 months) vs. 7.6 months (95% CI 7.0–8.2 months), P < 0.001; Fig. 1e] and OS [19.4 months (95% CI 18.0–20.8 months) vs. 16.6 months (95% CI 15.3–17.9 months), P < 0.001; Fig. 1f] compared with patients in the low-LMR group.
Univariate and multivariate analysis of pre-chemotherapy LMR as a prognostic factor for PFS
Age, gender, ECOG performance status, site of primary tumor, number of metastatic sites, pre-chemotherapy ALC, AMC, and LMR were included in univariate and multivariate analyses. The univariate and multivariate analyses for PFS are shown in Table 2. Based on the univariate analysis, an ECOG performance status of less than 2, no more than 2 metastatic sites, well or moderate differentiation, low pre-chemotherapy AMC (<0.55 × 109/L), or high pre-chemotherapy LMR (≥3.11) were significantly associated with longer PFS (all P < 0.01). In the subsequent multivariate analysis, independent unfavorable prognostic factors for PFS included a ECOG performance status of more than 2, more than 2 metastatic sites, poor differentiation, and high pre-chemotherapy AMC (all P < 0.05), whereas only high pre-chemotherapy LMR was an independent favorable prognostic factor for PFS (P = 0.005).
Univariate and multivariate analyses of pre-chemotherapy LMR as a prognostic factor for OS
The univariate and multivariate analyses for OS are summarized in Table 3. The univariate analysis revealed that an ECOG performance status of less than 2, no more than 2 metastatic sites, well or moderate differentiation, low pre-chemotherapy AMC (<0.55 × 109/L), or high pre-chemotherapy LMR (≥3.11) were significantly linked to a favorable OS. Subsequently, the multivariate analysis demonstrated that an ECOG performance status of more than 2, poor differentiation, and high pre-chemotherapy AMC were independent prognostic factors for shorter OS (all P < 0.01), whereas high pre-chemotherapy LMR (≥3.11) was an independent prognostic factor for longer OS (P = 0.004).
Changes in LMR and benefits of chemotherapy
The pretreatment low- and high-LMR groups were subdivided by the cut-off point of the post-chemotherapy LMR (3.11) as follows: low–low, low–high, high–low, and high–high. The changes in LMR and benefits of chemotherapy are listed in Table 4 and Fig. 2. Patients whose LMR remained high (high–high subgroup), increased (low–high subgroup), or decreased (high–low subgroup) after chemotherapy had significantly prolonged PFS and OS compared with patients whose LMR remained low (low–low subgroup).
In the present study, patients with high pre-chemotherapy LMR experienced significant improvements in PFS (9.2 vs. 7.6 months, P < 0.001) and OS (19.4 vs. 16.6 months, P < 0.001) compared with patients with low pre-chemotherapy LMR. Subsequent COX multivariate analysis showed that high pre-chemotherapy LMR (≥3.11) was an independent favorable prognostic factor for PFS and OS. Additionally, patients whose LMR remained high (high–high subgroup), increased (low–high subgroup), or decreased (high–low subgroup) following chemotherapy showed better results in terms of PFS and OS than patients whose LMR remained low (low–low subgroup) after chemotherapy, suggesting that the change in LMR before and after chemotherapy may predict the benefit of chemotherapy.
Approximately half of all CRC patients develop distant metastasis , which poses a huge clinical challenge. In clinical practice, the FOLFOX regimen is the treatment of choice for patients with chemotherapy-naïve mCRC and has favorable toxicity profiles compared with the irinotecan-based combination regimen [4, 5]. However, a significant difference in the response to chemotherapeutic agents has been noted among mCRC patients, suggesting that mCRC is a heterogeneous disease. Hence, considerable strides have been made in seeking prognostic or predictive biomarkers to classify heterogeneous mCRC. Inflammation is profoundly involved in promoting pathogenesis and progression of tumor . Nowacki et al.  revealed that a prolonged duration of ulcerative colitis dramatically increased the risk of CRC (P < 0.001), whereas the risk could be markedly reduced by anti-inflammatory treatment (P < 0.02), suggesting that inflammation may have a profound influence on the pathogenesis of CRC. Lymphocytes play an important role in constraining the proliferation of malignant cells. As a surrogate marker of weak immunity, peripheral blood lymphopenia is associated with poor survival outcomes in patients with nasopharyngeal carcinoma (NPC) . TILs are observed in the tumor microenvironment and reflect an adaptive immune response . The superior survival outcomes associated with high concentrations of TILs in CRC has been well documented [19–21]. Furthermore, growing evidence suggests that CD8+ cells and other activated T lymphocytes might suppress metastasis rather than tumor growth . Monocytes can differentiate into macrophages in the tumor microenvironment . Experimental evidence has shown remarkable interactions between tumor cells, macrophages, and blood vessels, facilitating angiogenesis and promoting tumor cell motility, which eventually results in distant metastases [23, 24]. In addition, a survival advantage associated with low levels of peripheral blood monocytes has been observed in NPC patients . Taking the above considerations into account, peripheral blood LMR, which is an indicator of systemic inflammation, becomes an ideal candidate due to the advantage of simplicity, accessibility, and inexpensiveness compared with complex molecular markers.
A large cohort study including 1547 non-metastatic NPC patients showed that higher LMR levels (≥5.22) were significantly associated with longer DFS and OS (P < 0.001) . Subsequent multivariate COX proportional hazard analysis confirmed that higher LMR levels remained a significant independent factor for longer DFS (HR = 0.669, 95% CI 0.535–0.838, P < 0.001) and OS (HR = 0.558, 95% CI 0.417–0.748, P < 0.001) . Lin et al.  found that newly diagnosed metastatic non-small cell lung cancer patients with increased LMR (≥4.56) obtained longer PFS (5.60 vs. 5.04 months, P = 0.001) and OS (13.20 vs. 11.72 months, P < 0.001) than those with decreased LMR. Moreover, LMR was an independent prognostic factor for PFS (HR = 0.660, 95% CI 0.512–0.851, P = 0.001) and OS (HR = 0.530, 95% CI 0.409––0.687, P < 0.001) . For patients with stage II and III colon cancer, patients with high preoperative LMR (>2.83) showed better results in terms of time-to-recurrence (HR = 0.47, 95% CI 0.29–0.76, P = 0.002) and OS (HR = 0.51, 95% CI 0.31–0.83, P = 0.007) than those with low preoperative LMR . Similar to these aforementioned reports, our study cohort demonstrated that chemotherapy-naïve mCRC patients with high pre-chemotherapy LMR (≥3.11) showed significant improvements in PFS (9.2 vs. 7.6 months, P < 0.001) and OS (19.4 vs. 16.6 months, P < 0.001) compared with patients with low pre-chemotherapy LMR. Furthermore, our subsequent COX multivariate analysis showed that high pre-chemotherapy LMR was an independent favorable prognostic factor for PFS (HR = 0.710, 95% CI 0.558–0.903; P = 0.005) and OS (HR = 0.662, 95% CI 0.501–0.875, P = 0.004). Taking the above considerations into account, pre-treatment LMR seems to be an independent prognostic factor that can classify cancer patients into different prognostic subgroups, improving the personalized management of cancer.
In addition to pre-treatment LMR, the prognostic significance of changes in LMR before and after treatment should also be explored. In our study cohort, the optimal cut-off values of the pre- and post-chemotherapy LMR were both set at 3.11. Subsequently, all patients were divided into four subgroups based on the cut-off values of pre- and post-treatment LMRs. As expected, the low–low subgroup had the worst survival results, whereas the high–high subgroup had the best survival results. Additionally, patients whose LMR increased (low–high subgroup) or decreased (high–low subgroup) after chemotherapy showed longer PFS and OS than patients whose LMR remained low (low–low subgroup) after chemotherapy. A recent study evaluated the prognostic impact of the neutrophil-to-lymphocyte ratio (NLR) in 199 non-smokers with advanced lung adenocarcinoma receiving gefitinib or standard chemotherapy as first-line therapy . In the high pre-treatment NLR group, patients whose NLR decreased after treatment had a longer OS than those whose NLR remained high following treatment (20.7 vs. 7.9 months, P < 0.001). Similarly, in the low pre-treatment NLR group, patients whose NLR remained low after treatment had a longer OS than those whose NLR increased after treatment (26.4 vs. 18.9 months, P < 0.001) . Therefore, a change in LMR before and after chemotherapy seemed to predict the benefit of chemotherapy in chemotherapy-naïve mCRC patients receiving the FOLFOX regimen.
The strengths of this study are the large sample size and the relatively low heterogeneity of patients who were all diagnosed with chemotherapy-naïve mCRC and treated with FOLFOX chemotherapy. Nevertheless, the major limitation of this study is its retrospective design, which contributes to selection bias. Prospective studies are necessary to validate our results. Additionally, inflammatory factors such as lymphocytes and monocytes may be influenced by many potential confounding factors, such as latent infection and autoimmune disease. Hence, potential confounding factors must be excluded while considering LMR as a prognostic factor for cancer patients.
In conclusion, for patients with previously untreated mCRC receiving FOLFOX chemotherapy, a high pre-chemotherapy LMR is an independent favorable prognostic factor for PFS and OS, and changes in LMR before and after chemotherapy seem to predict the benefit of chemotherapy.
Li XP, Cao GW, Sun Q, Yang C, Yan B, Zhang MY, et al. Cancer incidence and patient survival rates among the residents in the Pudong New Area of Shanghai between 2002 and 2006. Chin J Cancer. 2013;32:512–9.
Zhou Q, Li K, Lin GZ, Shen JC, Dong H, Gu YT, et al. Incidence trends and age distribution of colorectal cancer by subsite in Guangzhou, 2000-2011. Chin J Cancer. 2015;34:34.
Torre LA, Bray F, Siegel RL, Ferlay J, Lortet-Tieulent J, Jemal A. Global cancer statistics, 2012. CA Cancer J Clin. 2015;65:87–108.
Tournigand C, André T, Achille E, Lledo G, Flesh M, Mery-Mignard D, et al. FOLFIRI followed by FOLFOX6 or the reverse sequence in advanced colorectal cancer: a randomized GERCOR study. J Clin Oncol. 2004;22:229–37.
Colucci G, Gebbia V, Paoletti G, Giuliani F, Caruso M, Gebbia N, et al. Phase III randomized trial of FOLFIRI versus FOLFOX4 in the treatment of advanced colorectal cancer: a multicenter study of the Gruppo Oncologico Dell’Italia Meridionale. J Clin Oncol. 2005;23:4866–75.
Colotta F, Allavena P, Sica A, Garlanda C, Mantovani A. Cancer-related inflammation, the seventh hallmark of cancer: links to genetic instability. Carcinogenesis. 2009;30:1073–81.
Mantovani A, Allavena P, Sica A, Balkwill F. Cancer-related inflammation. Nature. 2008;454:436–44.
Karin M. Nuclear factor-kappaB in cancer development and progression. Nature. 2006;441:431–6.
Yu H, Kortylewski M, Pardoll D. Crosstalk between cancer and immune cells: role of STAT3 in the tumour microenvironment. Nat Rev Immunol. 2007;7:41–51.
Harrison ML, Obermueller E, Maisey NR, Hoare S, Edmonds K, Li NF, et al. Tumor necrosis factor alpha as a new target for renal cell carcinoma: two sequential phase II trials of infliximab at standard and high dose. J Clin Oncol. 2007;25:4542–9.
Huh JW, Lee JH, Kim HR. Prognostic significance of tumor-infiltrating lymphocytes for patients with colorectal cancer. Arch Surg. 2012;147:366–72.
Condeelis J, Pollard JW. Macrophages: obligate partners for tumor cell migration, invasion, and metastasis. Cell. 2006;124:263–6.
Li ZM, Huang JJ, Xia Y, Sun J, Huang Y, Wang Y, et al. Blood lymphocyte-to-monocyte ratio identifies high-risk patients in diffuse large B-cell lymphoma treated with R-CHOP. PLoS One. 2012;7:e41658.
Li J, Jiang R, Liu WS, Liu Q, Xu M, Feng QS, et al. A large cohort study reveals the association of elevated peripheral blood lymphocyte-to-monocyte ratio with favorable prognosis in nasopharyngeal carcinoma. PLoS ONE. 2013;8:e83069.
Jiang R, Cai XY, Yang ZH, Yan Y, Zou X, Guo L, et al. Elevated peripheral blood lymphocyte-to-monocyte ratio predicts a favorable prognosis in the patients with metastatic nasopharyngeal carcinoma. Chin J Cancer. 2015;34:23.
Lin GN, Peng JW, Xiao JJ, Liu DY, Xia ZJ. Prognostic impact of circulating monocytes and lymphocyte-to-monocyte ratio on previously untreated metastatic non-small cell lung cancer patients receiving platinum-based doublet. Med Oncol. 2014;31:70.
Stotz M, Pichler M, Absenger G, Szkandera J, Arminger F, Schaberl-Moser R, et al. The preoperative lymphocyte to monocyte ratio predicts clinical outcome in patients with stage III colon cancer. Br J Cancer. 2014;110:435–40.
Nowacki TM, Brückner M, Eveslage M, Tepasse P, Pott F, Thoennissen NH, et al. The risk of colorectal cancer in patients with ulcerative colitis. Dig Dis Sci. 2015;60:492–501.
Naito Y, Saito K, Shiiba K, Ohuchi A, Saigenji K, Nagura H, et al. CD8 + T cells infiltrated within cancer cell nests as a prognostic factor in human colorectal cancer. Cancer Res. 1998;58:3491–4.
Guidoboni M, Gafà R, Viel A, Doglioni C, Russo A, Santini A, et al. Microsatellite instability and high content of activated cytotoxic lymphocytes identify colon cancer patients with a favorable prognosis. Am J Pathol. 2001;159:297–304.
Prall F, Dührkop T, Weirich V, Ostwald C, Lenz P, Nizze H, et al. Prognostic role of CD8 + tumor-infiltrating lymphocytes in stage III colorectal cancer with and without microsatellite instability. Hum Pathol. 2004;35:808–16.
Galon J, Costes A, Sanchez-Cabo F, Kirilovsky A, Mlecnik B, Lagorce-Pagès C, et al. Type, density, and location of immune cells within human colorectal tumors predict clinical outcome. Science. 2006;313:1960–4.
Lin EY, Gouon-Evans V, Nguyen AV, Pollard JW. The macrophage growth factor, CSF-1, in mammary gland development and tumor progression. J Mammary Gland Biol Neoplasia. 2002;7:147–62.
Lin EY, Li JF, Gnatovskiy L, Deng Y, Zhu L, Grzesik DA, Qian H, et al. Macrophages regulate the angiogenic switch in a mouse model of breast cancer. Cancer Res. 2006;66:11238–46.
Lee Y, Kim SH, Han JY, Kim HT, Yun T, Lee JS. Early neutrophil-to-lymphocyte ratio reduction as a surrogate marker of prognosis in never smokers with advanced lung adenocarcinoma receiving gefitinib or standard chemotherapy as first-line therapy. J Cancer Res Clin Oncol. 2012;138:2009–16.
Study conception and design: GNL, DYL, JWP, JJX, ZJX. Administrative support: ZJX. Provision of study materials or patients: GNL, DYL, JWP, JJX, ZJX. Collection and assembly of data: GNL, DYL. Data analysis and interpretation: GNL, PPL, DYL, ZJX. Manuscript writing: GNL, PPL, ZJX. All authors read and approved the final manuscript.
The authors thank the patients and their families and all investigators, including the physicians, nurses, and laboratory technicians in this study.
The authors declare no conflicts of interest.
Gui‑Nan Lin, Pan‑Pan Liu and Dong‑Ying Liu equally contributed to this work
About this article
Cite this article
Lin, G., Liu, P., Liu, D. et al. Prognostic significance of the pre-chemotherapy lymphocyte-to-monocyte ratio in patients with previously untreated metastatic colorectal cancer receiving FOLFOX chemotherapy. Chin J Cancer 35, 5 (2016). https://doi.org/10.1186/s40880-015-0063-1
- Metastatic colorectal cancer