Open Access

Combination of Performance Status and Lymphocyte-monocyte Ratio as a Novel Prognostic Marker for Patients With Recurrent/Metastatic Squamous Cell Carcinoma of the Head and Neck

AOYAMA JUN 1
KUWAHARA TATSU 1
SANO DAISUKE 1
FUJISAWA TAKUO 2
TOKUHISA MOTOHIKO 3
SHIMIZU MINAKI 2
SAKAGAMI TOMOFUMI 2
ICHIKAWA YASUSHI 3
IWAI HIROSHI 2
  &  
ORIDATE NOBUHIKO 1

1Department of Otorhinolaryngology, Head and Neck Surgery,Yokohama City University, School of Medicine, Yokohama, Japan

2Department of Otorhinolaryngology, Head and Neck Surgery, Kansai Medical University, Osaka, Japan

3Department of Oncology, Yokohama City University,Yokohama City University, School of Medicine, Yokohama, Japan

Cancer Diagnosis & Prognosis Sep-Oct; 1(4): 353-361 DOI: 10.21873/cdp.10047
Received 07 May 2021 | Revised 07 December 2023 | Accepted 16 July 2021
Corresponding author
Daisuke Sano, MD, Ph.D., Department of Head and Neck Surgery, Yokohama City University, School of Medicine 3-9 Fukuura, Kanazawa-ku, Yokohama, 236-0004, Japan. Tel: +81 457872687, Fax: +81 457832580 dsano@yokohamacu.ac.jp

Abstract

Background/Aim: We previously presented the real-world treatment outcomes of the EXTREME regimen as a first-line therapy for recurrent/metastatic squamous cell carcinoma of the head and neck (R/M SCCHN). This study aimed to evaluate the prognostic significance of pretreatment inflammatory biomarkers in patients with R/M-SCCHN treated with the EXTREME regimen as first-line therapy as a supplementary study of our previous retrospective cohort study. Patients and Methods: The treatment outcomes of 100 patients with R/M-SCCHN treated with the EXTREME regimen as first-line therapy were compared according to patient characteristics and pretreatment inflammatory biomarkers using a Cox proportional hazards regression model. Survival was evaluated using the Kaplan-Meier method. Results: In multivariate analysis, a lymphocyte-to-monocyte ratio (LMR) of <1.944 and Eastern Cooperative Oncology Group (ECOG) performance status (PS) of 1 were independent risk factors for poor overall and progression-free survival. Furthermore, we found that the PS-LMR score based on the ECOG PS and LMR could stratify patients to extract the poor prognostic characteristics of R/M-SCCHN patients treated with the EXTREME regimen as first-line therapy. Conclusion: Further evaluation is warranted to study the reliability and applicability of this novel scoring system in predicting the prognosis of R/M-SCCHN patients in the future.
Keywords: R/M-SCCHN, performance status, lymphocytemonocyte ratio, inflammation biomarkers

Squamous cell carcinoma of the head and neck (SCCHN) is often diagnosed as an advanced disease, with 20-30% of patients developing local recurrences and/or distant metastases (1). Generally, the prognosis of patients with recurrent and/or metastatic SCCHN (R/M-SCCHN) is poor, with a median overall survival (OS) of less than 1 year (1). Recently, the prognosis of these patients has improved with the introduction of immune checkpoint inhibitors (ICIs) such as an anti-programmed cell death-1 (PD-1) antibody for the management of patients with R/M-SCCHN. Both nivolumab and pembrolizumab or pembrolizumab combined with platinum-fluorouracil chemotherapy resulted in prolonged survival with favorable safety and stable quality of life in previous CheckMate 141 and KEYNOTE-048 trials (2,3); however, the response rates of these ICI agents remain unsatisfactory. Thus, the development of biomarkers that can predict the efficacy of treatment and prognosis of R/M-SCCHN is eagerly awaited.

The significance of inflammatory biomarkers in predicting the prognosis of patients with various malignancies has been previously reported. In particular, blood cell-based biomarkers such as the neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), and lymphocyte-to-monocyte ratio (LMR) reflecting tumor aggressiveness and immunity, or systemic inflammatory response have been reported as valuable prognostic makers in many cancers (4-6). Neutrophils and platelets are associated with tumor invasion and angiogenesis in malignancies. In addition, lymphocytes are known to contribute to immune defense for the elimination of cancer cells. Monocytes are also known to promote tumorigenesis and angiogenesis by stimulating several proinflammatory cytokines. Thus, a high NLR, high PLR, and low LMR could have a higher likelihood of increased mortality and recurrence rates of malignancies. We previously demonstrated the significance of the combined F-NLR classification score using NLR and fibrinogen as predictive prognostic markers for patients with advanced hypopharyngeal cancer (7). However, the prognostic significance of blood cell-based inflammatory biomarkers in patients with R/M-SCCHN is still unclear, while other prognostic markers reflecting cachexia and nutritional status have been widely reported.

Therefore, we evaluated the values of these inflammatory biomarkers to predict the prognosis of patients with R/M-SCCHN as a supplementary study of our previous multi-institutional retrospective cohort study (8). In the present study, we retrospectively reviewed the institutional records of 100 patients with R/M-SCCHN treated with the EXTREME regimen as first-line therapy to assess the relationship between pretreatment inflammatory markers and prognosis in these patients.

Patients and Methods

Study design. The present study was conducted as a supplementary analysis of our previous multi-institutional retrospective cohort study examining the treatment outcomes of the EXTREME regimen as first-line therapy for patients with R/M-SCCHN (8). Briefly, a retrospective chart review of 100 patients with R/M-SCCHN diagnosed and treated at Yokohama City University Hospital and Kansai Medical University Hospital between 2013 and 2018 was conducted. The primary endpoint of our previous study was OS. Details of the treatment regimens have been described previously (8). The protocol was approved by the review board of each institution (Yokohama City University Hospital and Kansai Medical University Hospital: approval IDs 2018249 and B1811200001, respectively).

Data collection. The following clinical features were obtained retrospectively from patients’ medical records as described previously: age, sex, tumor site, TNM classification based on the 7th edition of the Union for International Cancer Control, locoregional recurrence, multiple metastases (metastatic sites are more than two) after initial treatment, cisplatin concurrent chemoradiotherapy as initial treatment, selection of platinum-containing drugs in the first-line treatment, and Eastern Cooperative Oncology Group performance status (ECOG PS).

Blood samples were obtained within 2 weeks before the first-line treatment. NLR was calculated as the ratio of the peripheral neutrophil count to lymphocyte count (4), while PLR was calculated as the ratio of the peripheral platelet count to lymphocyte count (5). LMR was calculated as the ratio of peripheral lymphocyte count to monocyte count (6). In this study, we used the modified Glasgow Prognostic Score (mGPS) to assess pretreatment cachexia in patients. mGPS was classified into three groups: mGPS score of 2 (CRP >0.5 mg/dl and Alb <3.5 g/dl), score of 1 (CRP >0.5 mg/dl or Alb <3.5 g/dl), and score of 0 (CRP ≤0.5 mg/dl and Alb ≥3.5 g/dl) (9,10).

Statistical analysis. A receiver operating characteristic (ROC) curve was used to identify the cutoff point as the point nearest the upper-left corner of the chart with the highest sensitivity and specificity for the NLR, LMR, and PLR for OS. The chi-square test was used to evaluate correlations between categorical variables. Progression-free survival (PFS) was defined as the time of the first relapse of the disease or death from any cause. A Cox proportional hazard regression analysis was used to perform multivariate comparisons for categorical variables with p-values <0.05 in the chi-square analysis. OS and PFS were analyzed using the Kaplan-Meier method with the log-rank test. Bonferroni correction was also used for multiple comparisons. Statistical analyses were performed using JMP software version 12.2.0 (SAS Institute Inc., Cary, NC, USA); EZR version 1.27 (Saitama Medical Center, Jichi Medical University, Saitama, Japan), which is a graphical user interface for R version 3.1.1 (The R Foundation for Statistical Computing, Vienna, Austria); and GraphPad Prism version 6.05 (GraphPad Software, San Diego, CA). p≤0.05 was considered statistically significant.

Results

Patient characteristics. The clinical characteristics of the 100 R/M-SCCHN patients analyzed in this study are summarized in Table I. The median follow-up period was 9 months (range=1-65 months). The number of patients who died within the observation period was 73 (73.0%). The median age at diagnosis was 67 years (range=27-82 years). Most patients were male (89.0%) and had ECOG PS of 0 (73.0%). The number of patients with advanced-stage disease (stages III and IV) was 87 (87.0%). In addition, 29 (29.0%) patients had locoregional recurrence only, and 37 (37.0%) patients had multiple metastases. There were also 51 patients who underwent curative or postoperative chemoradiotherapy with cisplatin (CDDP-RT), including 19 patients with platinum-refractory disease. Furthermore, 73 and 27 patients underwent the carboplatin-based and cisplatin-based EXTREME regimens, respectively. The other clinical characteristics of the 100 R/M-SCCHN patients, such as treatment characteristics, have been described previously (8). The median NLR, LMR, PLR, and mGPS were 4.439 (range=1.097-48.96), 1.781 (range=0.350-15.29), 234.4 (range=45.79-4384), and 1 (range=0-2), respectively.

Cutoff values for inflammatory biomarkers. Optimal cutoff values for the NLR, LMR, and PLR were determined using ROC curves for OS, as shown in Figure 1A-C. The cutoff points of the NLR, LMR, and PLR were 2.460 with an area under the curve (AUC) of 0.613 (95% CI=0.484-0.742), 1.944 with an AUC of 0.669 (95% CI=0.557-0.781), and 215.2 with an AUC of 0.670 (95% CI=0.544-0.797), respectively.

Univariate and multivariate analyses of prognostic biomarkers. Univariate analysis was performed to evaluate the prognostic significance of the NLR, PLR, LMR, and clinical characteristics for OS and PFS (Table II). We found that patients who were male, with ECOG PS of 1, platinum-refractory disease, LMR <1.944, PLR ≥215.2, and mGPS ≥1 had a significantly shorter OS (p=0.039, p=0.046, p=0.023, p<0.001, p<0.001, and p=0.009, respectively). In addition, we found that patients with ECOG PS of 1, LMR <1.944, and mGPS ≥1 had significantly shorter PFS (p<0.001, p<0.001, and p=0.020, respectively). In contrast, patients who are male, with platinum-refractory disease and PLR ≥215.2 were not significantly correlated with PFS. In the present study, other parameters such as age, the presence of locoregional recurrence and multiple metastatic lesions, CDDP-RT as previous treatment, platinum agent used in the EXTREME regimen, and NLR were significantly correlated with neither OS nor PFS.

In addition, Cox multivariate analysis was performed to identify independent prognostic factors for survival in patients with R/M-SCCHN (Table III and Table IV). We found that patients who are male, with PS of 1, and LMR <1.944 were independently associated with poor OS (p=0.004, p=0.015, and p=0.048, respectively). In addition, we found that patients with LMR <1.944 and ECOG PS of 1 were independently associated with poor PFS (p<0.001 and p<0.001, respectively).

Furthermore, we observed that patients with an LMR of <1.944 showed significantly shorter OS and PFS than those with an LMR of ≥1.944 (HR=0.411; 95% CI=0.233-0.588; p<0.001; and HR=0.471; 95% CI=0.252-0.597; p<0.001, respectively; Figure 2A and B). Patients with a PS of 1 also had poorer OS and PFS than those with a PS of 0 (HR=1.712; 95% CI=1.097-3.616; p=0.030, and HR=2.074; 95% CI=1.637-5.225; p<0.001, respectively, Figure 2C and D). Thus, these results suggest that both an LMR <1.944 and a PS of 1 were independent prognostic factors for poor OS and PFS in this study.

PS-LMR as a new prognostic score. In the present study, we assessed the clinical significance of the combined PS and LMR scores (PS-LMR score) as prognostic predictors for patients with R/M-SCCHN. PS-LMR scores were classified into three groups: PS-LMR score of 0 (PS of 0, LMR ≥1.944), PS-LMR score of 1 (PS of 0 or LMR ≥1.944), and PS-LMR score of 2 (ECOG PS of 1, LMR <1.944). We found that patients with a PS-LMR score of 2 had significantly shorter OS than those with PS-LMR scores of 0 and 1 (HR=2.762; 95% CI=2.275-12.20; p=0.001; and HR=2.021; 95% CI=1.296-5.863; p=0.041, respectively; Figure 3A). However, there was no significant difference between patients with PS-LMR scores of 0 and 1 (p=0.102). Furthermore, we found that a PS-LMR score of 2 was associated with significantly shorter PFS than PS-LMR scores of 0 and 1 (HR=4.065; 95% CI=6.945-47.98; p<0.001; and HR=2.361; 95% CI=2.095-10.29; p=0.003, respectively; Figure 3B). In addition, there was a significant difference in PFS between patients with PS-LMR scores of 0 and 1 (p=0.002). Thus, a high PS-LMR score was significantly associated with poor PFS. These results suggest that the PS-LMR score can be used as a pretreatment prognostic predictor of survival in R/M-SCCHN patients.

Discussion

In this study, we demonstrated that an ECOG PS of 1 and LMR <1.944 were independent prognostic factors for OS and PFS in patients with R/M-SCCHN treated with the EXTREME regimen as first-line therapy. Furthermore, we proposed the clinical significance of our novel combined PS and LMR scores (PS-LMR score) to extract poor prognosis in these patients. Our results on the association between low LMR and poor prognosis of patients with R/M-SCCHN were consistent with those of previous studies on other malignancies, including lung, pancreas, colorectum, ovarian, kidney, liver, esophagus, breast, stomach, and head and neck cancers (11). LMR is a blood cell-based inflammatory biomarker simply calculated by dividing the lymphocyte count by the monocyte count. As previously mentioned, lymphocytes are well known to play crucial roles in tumor immunity; therefore, high levels of T cells in the tumor microenvironment have been associated with improving the survival of cancer patients (12), while a low lymphocyte count could reflect immune deficiency (13). In particular, tumor-infiltrating lymphocytes (TILs), including infiltrating CD8+ T lymphocytes, have been reported as potent mediators of antitumor immunity. In the present study, median lymphocyte counts in patients with LMR <1.944 were lower than those with LMR ≥1.944 (data not shown), indicating that many patients with low LMR were associated with immune deficiency in our dataset.

Monocytes have also been reported to be associated with tumor progression and metastasis, as monocytes have the potential to differentiate into tissue macrophages, thereby accelerating angiogenesis and tumor cell motility. Macrophages can be divided into M1 and M2 phenotypes; the M1 phenotype is responsible for antitumor immunity, while the M2 phenotype is responsible for tumor growth and metastasis (14,15). Tumor-associated macrophages (TAMs) (16,17), derived from peripheral monocytes and located in or around cancer cells, normally represent M2 protumoral macrophages (16). Indeed, high TAM levels in the tumor have been reported to be associated with poor prognosis in several malignancies (12,17,18). Thus, LMR could reflect the balance between immune deficiency in tumor cells and tumor progression.

While the present study was conducted for patients with R/M-SCCHN treated with the EXTREME regimen as first-line treatment, ICIs are now being widely used as first-line treatment for these patients. Our data set included 30 patients treated with nivolumab as subsequent therapy, showing improved survival in these patients (8). Anti-PD-1 antibodies such as nivolumab and pembrolizumab have been reported to potentially suppress the activation of TILs and TAMs (19,20). Sekine et al. reported that a rapid increase in the LMR was significantly associated with the effects of nivolumab, and early changes in the LMR may be used as a novel effective surrogate marker to decide whether to continue anti-PD-1 therapy (21). This might be because LMR was the only independent prognostic predictor among blood cell-based biomarkers for patients with R/M-SCCHN in this study, as the treatment outcomes of ICI could be associated with TILs and TAMs, and LMR may be a useful biomarker for any treatment in patients with R/M-SCCHN. The prognostic significance of the LMR in patients with R/M-SCCHN treated with ICIs needs to be determined in the future.

In this study, ECOG PS was also an independent prognostic factor in patients with R/M-SCCHN, which is consistent with previous results indicating the prognostic significance of PS in many malignancies, including R/M-SCCHN (22,23), as ECOG PS is well known to reflect body composition and physical function in patients with advanced cancer. Furthermore, we report PS-LMR, the grading system that combines ECOG PS with LMR, as a novel prognostic biomarker for patients with R/M-SCCHN that reflects the potential of tumor progression and immunity as well as cachexia by combining two pretreatment markers more comprehensively.

In contrast, mGPS, an inflammation and nutrition-based score that consists of serum C-reactive protein and albumin levels, was not an independent prognostic factor in this study. This might be because our data set had only 25 of 100 R/M-SCCHN patients with an mGPS of 2 (data not shown), suggesting that our study included a small number of patients with cancer cachexia. Furthermore, other pretreatment parameters related to cancer cachexia, such as C-reactive protein-albumin ratio (24) and prognostic nutritional index (25), were not evaluated in the present study, as these parameters showed strong correlation among inflammatory prognostic predictive biomarkers.

This study has several limitations. First, the present study comprised only 100 R/M-SCCHN patients recruited from only two institutions in a retrospective manner. Second, consequent therapy using miscellaneous agents, including nivolumab, could affect the survival outcomes of patients in this study. As described above, the LMR could affect the levels of TILs and TAMs in tumors; however, actual counts of TILs and/or TAMs in tumors were not evaluated in this study. The heterogeneous background of patients with R/M disease may also have some impact on the results. Despite these limitations, our novel PS-LMR score could be a useful pretreatment biomarker for predicting the prognosis of patients with R/M-SCCHN cost-effectively. Further multi-institutional studies are necessary to confirm the reliability and applicability of this novel scoring system in predicting the prognosis of R/M-SCCHN patients in the future.

In conclusion, this supplementary analysis from our retrospective cohort study of real-world treatment outcomes of the EXTREME regimen as first-line therapy for R/M-SCCHN patients revealed the prognostic significance of both ECOG PS and LMR in these patients. In addition, we determined that our novel combined PS-LMR score was useful for extracting poor prognosis in these patients. Further prospective studies should be conducted to validate the reliability and applicability of this novel scoring system in predicting the prognosis of patients with R/M-SCCHN, particularly those treated with ICI in a prospective manner in the future.

Conflicts of Interest

The Authors declare that they have no competing interests in relation to this study.

Authors’ Contributions

JA and DS conceived the study. JA, TK and DS wrote the main manuscript and prepared the figures. JA, TK, DS, TF, MT, MS, TS, YI, HI, and NO were involved with data collection. DS and NO performed the analysis. All Authors discussed the results of the study, made comments on the manuscript, and approved the final manuscript.

References

1 Vermorken JB & Specenier P Optimal treatment for recurrent/metastatic head and neck cancer. Ann Oncol. 21(Suppl 7) vii252 - vii261 2010. PMID: 20943624. DOI: 10.1093/annonc/mdq453
2 Ferris RL Blumenschein G Jr Fayette J Guigay J Colevas AD Licitra L Harrington K Kasper S Vokes EE Even C Worden F Saba NF Iglesias Docampo LC Haddad R Rordorf T Kiyota N Tahara M Monga M Lynch M Geese WJ Kopit J Shaw JW & Gillison ML Nivolumab for recurrent squamous-cell carcinoma of the head and neck. N Engl J Med. 375(19) 1856 - 1867 2016. PMID: 27718784. DOI: 10.1056/NEJMoa1602252
3 Burtness B Harrington KJ Greil R Soulières D Tahara M de Castro G Jr Psyrri A Basté N Neupane P Bratland Å Fuereder T Hughes BGM Mesía R Ngamphaiboon N Rordorf T Wan Ishak WZ Hong RL González Mendoza R Roy A Zhang Y Gumuscu B Cheng JD Jin F Rischin D & KEYNOTE-048 Investigators Pembrolizumab alone or with chemotherapy versus cetuximab with chemotherapy for recurrent or metastatic squamous cell carcinoma of the head and neck (KEYNOTE-048): a randomised, open-label, phase 3 study. Lancet. 394(10212) 1915 - 1928 2019. PMID: 31679945. DOI: 10.1016/S0140-6736(19)32591-7
4 Templeton AJ McNamara MG Šeruga B Vera-Badillo FE Aneja P Ocaña A Leibowitz-Amit R Sonpavde G Knox JJ Tran B Tannock IF & Amir E Prognostic role of neutrophil-to-lymphocyte ratio in solid tumors: a systematic review and meta-analysis. J Natl Cancer Inst. 106(6) dju124 2014. PMID: 24875653. DOI: 10.1093/jnci/dju124
5 Mao Y Fu Y Gao Y Yang A & Zhang Q Platelet-to-lymphocyte ratio predicts long-term survival in laryngeal cancer. Eur Arch Otorhinolaryngol. 275(2) 553 - 559 2018. PMID: 29275426. DOI: 10.1007/s00405-017-4849-4
6 Nishijima TF Muss HB Shachar SS Tamura K & Takamatsu Y Prognostic value of lymphocyte-to-monocyte ratio in patients with solid tumors: A systematic review and meta-analysis. Cancer Treat Rev. 41(10) 971 - 978 2015. PMID: 26481060. DOI: 10.1016/j.ctrv.2015.10.003
7 Kuwahara T Takahashi H Sano D Matsuoka M Hyakusoku H Hatano T Hiiragi Y & Oridate N Fibrinogen and neutrophil-to-lymphocyte ratio predicts survival in patients with advanced hypopharyngeal squamous cell carcinoma. Anticancer Res. 38(9) 5321 - 5330 2018. PMID: 30194184. DOI: 10.21873/anticanres.12859
8 Sano D Fujisawa T Tokuhisa M Shimizu M Sakagami T Hatano T Nishimura G Ichikawa Y Iwai H & Oridate N Real-world treatment outcomes of the EXTREME regimen as first-line therapy for recurrent/metastatic squamous cell carcinoma of the head and neck: A multi-center retrospective cohort study in Japan. Anticancer Res. 39(12) 6819 - 6827 2019. PMID: 31810948. DOI: 10.21873/anticanres.13898
9 Chang PH Yeh KY Wang CH Chen EY Yang SW Huang JS Chou WC & Hsieh JC Impact of the pretreatment Glasgow prognostic score on treatment tolerance, toxicities, and survival in patients with advanced head and neck cancer undergoing concurrent chemoradiotherapy. Head Neck. 39(10) 1990 - 1996 2017. PMID: 28688124. DOI: 10.1002/hed.24853
10 Toiyama Y Miki C Inoue Y Tanaka K Mohri Y & Kusunoki M Evaluation of an inflammation-based prognostic score for the identification of patients requiring postoperative adjuvant chemotherapy for stage II colorectal cancer. Exp Ther Med. 2(1) 95 - 101 2011. PMID: 22977476. DOI: 10.3892/etm.2010.175
11 Mao Y Chen D Duan S Zhao Y Wu C Zhu F Chen C & Chen Y Prognostic impact of pretreatment lymphocyte-to-monocyte ratio in advanced epithelial cancers: a meta-analysis. Cancer Cell Int. 18 201 2018. PMID: 30534002. DOI: 10.1186/s12935-018-0698-5
12 Soo RA Chen Z Yan Teng RS Tan HL Iacopetta B Tai BC & Soong R Prognostic significance of immune cells in non-small cell lung cancer: meta-analysis. Oncotarget. 9(37) 24801 - 24820 2018. PMID: 29872507. DOI: 10.18632/oncotarget.24835
13 Dunn GP Old LJ & Schreiber RD The immunobiology of cancer immunosurveillance and immunoediting. Immunity. 21(2) 137 - 148 2004. PMID: 15308095. DOI: 10.1016/j.immuni.2004.07.017
14 Condeelis J & Pollard JW Macrophages: obligate partners for tumor cell migration, invasion, and metastasis. Cell. 124(2) 263 - 266 2006. PMID: 16439202. DOI: 10.1016/j.cell.2006.01.007
15 Schoppmann SF Birner P Stöckl J Kalt R Ullrich R Caucig C Kriehuber E Nagy K Alitalo K & Kerjaschki D Tumor-associated macrophages express lymphatic endothelial growth factors and are related to peritumoral lymphangiogenesis. Am J Pathol. 161(3) 947 - 956 2002. PMID: 12213723. DOI: 10.1016/S0002-9440(10)64255-1
16 Evrard D Szturz P Tijeras-Raballand A Astorgues-Xerri L Abitbol C Paradis V Raymond E Albert S Barry B & Faivre S Macrophages in the microenvironment of head and neck cancer: potential targets for cancer therapy. Oral Oncol. 88 29 - 38 2019. PMID: 30616794. DOI: 10.1016/j.oraloncology.2018.10.040
17 Feng Q Chang W Mao Y He G Zheng P Tang W Wei Y Ren L Zhu D Ji M Tu Y Qin X & Xu J Tumor-associated macrophages as prognostic and predictive biomarkers for postoperative adjuvant chemotherapy in patients with stage II colon cancer. Clin Cancer Res. 25(13) 3896 - 3907 2019. PMID: 30988081. DOI: 10.1158/1078-0432.CCR-18-2076
18 Zhang J Chang L Zhang X Zhou Z & Gao Y Meta-analysis of the prognostic and clinical value of tumor-associated macrophages in hepatocellular carcinoma. J Invest Surg. 34(3) 297 - 306 2021. PMID: 31412745. DOI: 10.1080/08941939.2019.1631411
19 Fritz JM & Lenardo MJ Development of immune checkpoint therapy for cancer. J Exp Med. 216(6) 1244 - 1254 2019. PMID: 31068379. DOI: 10.1084/jem.20182395
20 Ruan J Ouyang M Zhang W Luo Y & Zhou D The effect of PD-1 expression on tumor-associated macrophage in T cell lymphoma. Clin Transl Oncol. 23(6) 1134 - 1141 2021. PMID: 33211280. DOI: 10.1007/s12094-020-02499-0
21 Sekine K Kanda S Goto Y Horinouchi H Fujiwara Y Yamamoto N Motoi N & Ohe Y 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. Lung Cancer. 124 179 - 188 2018. PMID: 30268458. DOI: 10.1016/j.lungcan.2018.08.012
22 Corrêa GT Bandeira GA Cavalcanti BG Santos FB Rodrigues Neto JF Guimarães AL Haikal DS & De Paula AM Analysis of ECOG performance status in head and neck squamous cell carcinoma patients: association with sociodemographical and clinical factors, and overall survival. Support Care Cancer. 20(11) 2679 - 2685 2012. PMID: 22314971. DOI: 10.1007/s00520-012-1386-y
23 Ueki Y Takahashi T Ota H Shodo R Yamazaki K & Horii A Predicting the treatment outcome of nivolumab in recurrent or metastatic head and neck squamous cell carcinoma: prognostic value of combined performance status and modified Glasgow prognostic score. Eur Arch Otorhinolaryngol. 277(8) 2341 - 2347 2020. PMID: 32239313. DOI: 10.1007/s00405-020-05945-5
24 Yu ST Zhou Z Cai Q Liang F Han P Chen R & Huang XM Prognostic value of the C-reactive protein/albumin ratio in patients with laryngeal squamous cell carcinoma. Onco Targets Ther. 10 879 - 884 2017. PMID: 28243123. DOI: 10.2147/OTT.S128391
25 Onodera T Goseki N & Kosaki G Prognostic nutritional index in gastrointestinal surgery of malnourished cancer patients. Nihon Geka Gakkai Zasshi. 85(9) 1001 - 1005 1984. PMID: 6438478.
Pubmed |