Introduction
Lung cancer (LC) is the leading cause of cancer death
worldwide, with non-small-cell LC (NSCLC) and smallcell LC (SCLC) accounting for approximately 85% of all
malign lung tumors.[,] Although rapid advances have
been achieved in LC detection and treatment, 5-year survival
rates are still inconclusive.[] Multiple studies have shown tumor progression and prognosis to be associated
with immune status and nutritional condition.[-]
Nearly, a quarter of all NSCLC patients are diagnosed
at a locally advanced stage (stage III) and have
a poor prognosis.[] There are two treatment choices
available for this condition: Induction chemotherapy
followed by surgery, or concurrent chemoradiation
therapy.[,] Even with advanced surgical techniques
and post-operative consolidation chemotherapies, local
recurrence rates are 20-40%.[] Most of the remaining
patients are diagnosed in the metastatic stage, resulting
in palliative chemotherapy or radiation therapy.[]
The previous studies have described inflammationinduced
cancer progression leading to cancer cell proliferation
and angiogenesis.[] Accordingly, multiple
blood inflammation markers are evaluated in different
cancer types and stages that include neutrophils, lymphocytes,
thrombocytes, and lipid and protein profiles,
although the utility of these parameters is controversial.
[-] Changing blood lipid levels have been identified
as a risk factor for LC, and patients with LC tend to
have low levels of low-density lipoprotein (LDL), HDL,
and total cholesterol, while high triglyceride levels have
been observed in blood samples.[,] Changes in
blood lipid levels during therapy are considered to be
an indicator of prognosis.[,]
The systemic inflammatory response in many solid
tumors plays an essential role in development and progression.[] A number of approaches to the measurement
of systemic inflammation have been established,
such as platelet-to-lymphocyte ratio (PLR), prognostic
nutritional index (PNI), and neutrophil-to-lymphocyte
ratio (NLR), and these parameters have been shown to
be correlated with a poor prognosis in a variety of cancers,
including NSCLC.[-]
Several hypotheses have been put forward to explain
the relationship between prognosis and lymphocyte
count. Lymphocytes are essential components of
the immune system, being both controllers and effectors
in response to tumor progression.[] Low lymphocyte
counts have been linked to decreased survival
in cancer patients.[-] The systemic inflammatory
response seen in many solid tumors plays an essential
role in development and progression.[] Several
approaches to the measurement of systemic inflammation
have been established, such as PLR, PNI, and
NLR, and these parameters have been reported to be
correlated with poor prognosis in a variety of cancers,
including NSCLC.[-]
In the present study, we evaluate the effect of blood
parameters on brain metastasis in LC.
Methods
Study Participants
In this retrospective cohort study, the archival records
of patients diagnosed with LC in the Eskişehir City
Hospital Oncology Department were analyzed retrospectively
between 2018 and 2020. Patients identified
with brain metastases during diagnosis or therapy and
who underwent radiation therapy were included in the
study. Patient characteristics, lymphocyte-neutrophil
count, hemoglobin, albumin, C-reactive protein (CRP)
levels, lipid parameters, pathologic subtype, disease
stage, treatment modality, and treatment outcomes
were recorded, as well as the patients" calculated PFS
and OS. The exclusion criteria were lack of adequate
cancer diagnosis and follow-up.
Ethics
Approval for the study was granted by the Eskişehir
Osmangazi University Faculty of Medicine Institutional
Board (March 02, 2021, dated and 06 numbered),
and the study was carried out in accordance with the
principles set out in the Declaration of Helsinki and all
applicable regulations.
Statistical Analysis
IBM SPSS Statistics (Version 22.0. Armonk, NY: IBM
Corp.) was used for the statistical analysis in the study. A
Kolmogorov?Smirnov test was used to determine whether
the data conformed to a normal distribution. Descriptive
data were presented as either mean or median for
continuous variables, while frequencies and percentages
were reported for categorical variables. A Pearson X2 test
was used to assess the associations between categorical
variables; OS and PFS curves were estimated using the
Kaplan-Meier product-limit method; and a ROC analysis
was performed to determine the optimal value.
Results
A total of 200 patients were enrolled in the study with
a mean age of 65.6 years, of which 180 were male and
20 were female. The most common diagnoses were squamous
cell carcinomas, adenocarcinomas, and undifferentiated
lung carcinomas. The characteristics of the study
population are summarized in Table 1. In a univariate
analysis, neutrophil, LDL, NLR, and CRP levels were
significantly different between groups splitted by brain
metastases (Table 2). In a subgroup analysis of the different
cancer subtypes, LDL and lymphocyte levels differed
significantly in squamous cell cancer, while LDL was different in the undifferentiated subtype. No significant
differences were noted in the other histologic subtypes.
Table 1: The characteristics of the study population
Table 2: The comparison of the patient characteristics
according to brain metastases
There was no optimal cutoff due to ROC analyses
among groups. Median values were determined as cutoff,
and groups were splitted due to these terms. The OS differed between the NLR low and high groups, favoring the
NLR low group (p=0.015; OS: 12 vs. 9 months) (Fig. 1),
while the monocyte/lymphocyte ratio was significant in
terms of OS favoring the low group with a cutoff value of
0.56. (p=0.002; OS: 13 vs. 9 months) (Fig. 2). NLR has still
had the prognostic effect in patients stratified according
to brain metastases (p=004). The stage and performance
status differed in terms of OS (p<0.001, p<0.001). In a
multivariate analysis, no prognostic factor for OS was determined
aside from performance status (p<0.001).
Fig. 1: Kaplan-Meier curves of patients according to
neutrophil-to-lymphocyte ratio groups in general
population.
NLR: Neutrophil-to-lymphocyte ratio.
Fig. 2: Kaplan-Meier curves of patients according to
monocyte/lymphocyte ratio group in general
population.
Lipid parameters were tested for correlation with
inflammatory markers, revealing a significant inverse
correlation between HDL and CRP (p<0.001,
r: -0.28). A significant difference was noted in lymphocyte
levels in the patients who had an initial brain
metastasis at the time of diagnosis and late developers
(p=0.02), and OS was also different for this group favoring
late developers (p<0.001).
Discussion
In the present study, a difference was identified in the
inflammatory markers of the brain metastatic and nonmetastatic
patients, and LDL, neutrophil, NLR, and
CRP levels differed between the groups. Furthermore, the monocyte?lymphocyte ratio and NLR were found to
be prognostic indicators of OS in the study population.
The SCLC metastasis site was found to influence
mortality, and liver, bone, and brain metastasis decreased
the duration of survival in this group.[] In
addition, high NLR values were reported to be related
to early recurrences and reduced survival.[] NLR
values higher than 2.5 were found to be associated with
decreased PFS in cancer patients.[] A large-scale
study determined a link between NLR>5 and poor
prognosis in SCLC patients.[] In another study, NLR
was found significantly higher in the metastatic group.
[] In our research, NLR played a role in predicting
brain metastasis and survival, concurring with the previous
studies in the literature.
In patients with NSCLC, brain metastasis is associated
with a decreased quality of life and survival. Multiple
factors facilitate brain metastasis, one such factor
being local and systemic immunosuppression.[] The
alterations in PD-1 expression lymphocytes have been
shown to be a factor in the development of brain metastasis.[] In another study, immune cells were found
to be correlated with PS, decreased brain, and distant
metastasis in EGFR mutant NSCLC.[] The mechanisms
of anti-cancer response with lymphocytes and
the re-modeling effect of monocytes facilitate cancer
proliferation and invasion, as demonstrated in the previous studies.[,] Although our study showed no
difference in the effect of the monocyte?lymphocyte
ratio on brain metastasis, a prognostic effect of monocyte-
lymphocyte ratio OS was identified.
A previous study reported that Vitamin E levels alter
the lipid profiles of cancer patients and increase oxidative
stress, leading to cancer growth,[] and other experimental
studies support this suggestion. Alfa-tocopherol
has been shown to play a therapeutic role under such circumstances.[,] Hyperlipidemia has been shown to
be an adverse prognostic factor in stomach and prostate
cancers, while studies of LC in this regard are limited.
[,,,] Although all cholesterol types are reported
to be lower in LC patients than in healthy controls, only
HDL has been shown to have a prognostic effect. Low
HDL levels are thought to be related to increased inflammatory
cytokines such as CRP,[] and this is supported
by the present study. In contrast to other literature, however,
our study revealed a significant between-group difference
in LDL in brain metastasis.
Limitations
The retrospective nature of this study decreased the
data quality. Furthermore, some of the patients had
brain metastases at the time of diagnosis, which was
confusing for the mechanisms behind the metastatic
process. Although most of the patients were treated for
brain metastasis, five patients did not undergo RT.
Conclusion
Our study identified a difference in the inflammatory
and lipid profiles of LC patients in terms of brain
metastases and survival. Other than the literature, LDL
levels were different among groups and may be a subject
of interest for future studies. Additional studies
are needed to identify the parameters affecting brain
metastases.
Peer-review: Externally peer-reviewed.
Conflict of Interest: All authors declared no conflict of interest.
Ethics Committee Approval: The study was approved
by the Eskişehir Osmangazi University Non-Interventional
Clinical Research Ethics Committee (no: 06, date:
02/03/2021).
Financial Support: None declared.
Authorship contributions: Concept - F.T., İ.B., A.U.; Design
- A.U.; Supervision - F.T., İ.B.; Funding - F.T., İ.B.;
Materials - İ.B.; Data collection and/or processing - F.T.,
İ.B., A.U.; Data analysis and/or interpretation - F.T., İ.B.;
Literature search - F.T.; Writing - F.T., İ.B.; Critical review
- F.T., İ.B., A.U.
References
Siegel RL, Miller KD, Jemal A. Cancer statistics, 2015.
CA Cancer J Clin 2015;65:5-29.
Chen P, Wang C, Cheng B, Nesa EU, Liu Y, Jia Y, et al.
Plasma fibrinogen and serum albumin levels (FA score)
act as a promising prognostic indicator in non-small
cell lung cancer. Onco Targets Ther 2017;10:3107?18.
Zeng Q, Xue N, Dai D, Xing S, He X, Li S, et al. A
Nomogram based on inflammatory factors c-reactive
protein and fibrinogen to predict the prognostic value
in patients with resected non-small cell lung cancer. J
Cancer 2017;8:744-53.
Candido J, Hagemann T. Cancer-related inflammation.
J Clin Immunol 2013;33:79-84.
Sapienza C, Issa JP. Diet, nutrition, and cancer epigenetics.
Annu Rev Nutr 2016;36:665-81.
Sozel H, Beypinar I SG. Prognostic impact of prognostic
nutritional index and neutrophil/lymphocyte
ratio in patients with small-cell lung cancer. Eurasian J
Medicial Investig 2021;5:207-12.
Stinchcombe TE, Zhang Y, Vokes EE, Schiller JH,
Bradley JD, Kelly K, et al. Pooled analysis of individual
patient data on concurrent chemoradiotherapy for
stage III non-small-cell lung cancer in elderly patients
compared with younger patients who participated in
US national cancer institute cooperative group studies.
J Clin Oncol 2017;35:2885-92.
Antoni D, Mornex F. Chemoradiotherapy of locally
advanced nonsmall cell lung cancer: State of the art
and perspectives. Curr Opin Oncol 2016;28(2):104-9.
Pless M, Stupp R, Ris HB, Stahel RA, Weder W, Thierstein
S, et al. Induction chemoradiation in stage IIIA/
N2 non-small-cell lung cancer: A phase 3 randomised
trial. Lancet England 2015;386:1049?56.
Feng W, Fu XL, Cai XW, Yang HJ, Wu KL, Fan M, et
al. Patterns of local-regional failure in completely resected
stage IIIA(N2) non-small cell lung cancer cases:
Implications for postoperative radiation therapy clinical
target volume design. Int J Radiat Oncol Biol Phys
2014;88:1100?7.
Mantovani A, Allavena P, Sica A, Balkwill F. Cancerrelated
inflammation. Nature 2008;454(7203):436-44.
Walsh SR, Cook EJ, Goulder F, Justin TA, Keeling NJ.
Neutrophil-lymphocyte ratio as a prognostic factor in
colorectal cancer. J Surg Oncol 2005;91:181?4.
Ceylan C, Camtosun A, Doluoglu OG, Tasdemir S,
Keles I, Aglamis E, et al. Emphasis of neutrophil-tolymphocyte
ratio in non-metastatic renal cell carcinoma.
Urologia 2014;81(1):51-6.
Unal D, Eroglu C, Kurtul N, Oguz A, Tasdemir A. Are
neutrophil/lymphocyte and platelet/lymphocyte rates
in patients with non-small cell lung cancer associated
with treatment response and prognosis? Asian Pacific
J Cancer Prev 2013;14:5237-42.
Chi PD, Liu W, Chen H, Zhang JP, Lin Y, Zheng X, et
al. High-density lipoprotein cholesterol is a favorable
prognostic factor and negatively correlated with C-reactive
protein level in non-small cell lung carcinoma.
PLoS One 2014;9(3):e91080.
Lin X, Lu L, Liu L, Wei S, He Y, Chang J, et al. Blood
lipids profile and lung cancer risk in a meta-analysis
of prospective cohort studies. J Clin Lipidol
2017;11:1073-81.
Karabacak M, Varol E, Kahraman F, Ozaydin M,
Türkdogan AK, Ersoy IH. Low high-density lipoprotein
cholesterol is characterized by elevated oxidative
stress. Angiology 2014;65:927-31.
Zhou T, Zhan J, Fang W, Zhao Y, Yang Y, Hou X, et
al. Serum low-density lipoprotein and low-density
lipoprotein expression level at diagnosis are favorable
prognostic factors in patients with small-cell lung cancer
(SCLC). BMC Cancer 2017;17(1):269.
Proctor MJ, Morrison DS, Talwar D, Balmer SM,
O'Reilly DSJ, Foulis AK, et al. An inflammation-based
prognostic score (mGPS) predicts cancer survival independent
of tumour site: A Glasgow Inflammation
Outcome Study. Br J Cancer 2011;104:726-34.
Proctor MJ, Morrison DS, Talwar D, Balmer SM,
Fletcher CD, O'reilly DSJ, et al. A comparison of inflammation-based prognostic scores in patients with
cancer. A Glasgow Inflammation Outcome Study. Eur
J Cancer 2011;47:2633-41.
Cannon NA, Meyer J, Iyengar P, Ahn C, Westover KD,
Choy H, et al. Neutrophil-lymphocyte and plateletlymphocyte
ratios as prognostic factors after stereotactic
radiation therapy for early-stage non-small-cell
lung cancer. J Thorac Oncol 2015;10:280-5.
Shimizu K, Okita R, Saisho S, Yukawa T, Maeda A, Nojima
Y, et al. Prognostic nutritional index before adjuvant
chemotherapy predicts chemotherapy compliance
and survival among patients with non-small-cell
lung cancer. Ther Clin Risk Manag 2015;11:1555?61.
Kinoshita A, Onoda H, Imai N, Iwaku A, Oishi
M, Fushiya N, et al. Comparison of the prognostic
value of inflammation-based prognostic scores in
patients with hepatocellular carcinoma. Br J Cancer
2012;107:988-93.
Sheng J, Yang YP, Ma YX, Qin T, Hu ZH, Hong SD,
et al. Low prognostic nutritional index correlates with
worse survival in patients with advanced NSCLC following
EGFR-TKIs. PLoS One. 2016;11(1):e0147226.
Rosenberg SA. Progress in human tumour
immunology and immunotherapy. Nature
2001;411(6835):380-4.
d'Engremont C, Vernerey D, Pointet AL, Simone G,
Fein F, Heyd B, et al. Additive value of pre-operative
and one-month post-operative lymphocyte count for
death-risk stratification in patients with resectable
pancreatic cancer: A multicentric study. BMC Cancer.
2016;16(1):823.
Kobayashi N, Usui S, Kikuchi S, Goto Y, Sakai M,
Onizuka M, et al. Preoperative lymphocyte count is an
independent prognostic factor in node-negative nonsmall
cell lung cancer. Lung Cancer. 2012;75:223-7.
Saito H, Kono Y, Murakami Y, Shishido Y, Kuroda H,
Yamamoto M, et al. Prognostic significance of pre- and
postoperative lymphocyte counts in patients with gastric
cancer. Dig Surg Switzerland 2019;36:137-43.
Nakazawa K, Kurishima K, Tamura T, Kagohashi K,
Ishikawa H, Hiroaki S, et al. Specific organ metastases
and survival in small cell lung cancer. Oncol Lett
2012;4(4):617-20.
Bass AJ, Thorsson V, Shmulevich I, Reynolds SM,
Miller M, Bernard B, et al. Comprehensive molecular
characterization of gastric adenocarcinoma. Nature
2014;513:202-9.
Shao N, Cai Q. High pretreatment neutrophil?lymphocyte
ratio predicts recurrence and poor prognosis
for combined small cell lung cancer. Clin Transl Oncol
2015;17(10):772-8.
Hong X, Cui B, Wang M, Yang Z, Wang L, Xu Q. Systemic
immune-inflammation index, based on platelet
counts and neutrophil-lymphocyte ratio, is useful for
predicting prognosis in small cell lung cancer. Tohoku
J Exp Med 2015;236:297-304.
Xia X, Li K, Wu R, Lv Q, Deng X, Fei Z, et al. Predictive
value of neuron-specific enolase, neutrophil-tolymphocyte-
ratio and lymph node metastasis for distant
metastasis in small cell lung cancer. Clin Respir J
2020;14:1060-6.
Almand B, Resser JR, Lindman B, Nadaf S, Clark JI,
Kwon ED, et al. Clinical significance of defective dendritic
cell differentiation in cancer. Clin Cancer Res
2000;6(5):1755-66.
Li YD, Lamano JB, Lamano JB, Quaggin-Smith J,
Veliceasa D, Kaur G, et al. Tumor-induced peripheral
immunosuppression promotes brain metastasis in
patients with non-small cell lung cancer. Cancer Immunol
Immunother 2019;68(9):1501-13.
Chen YM, Lai CH, Chang HC, Chao TY, Tseng CC,
Fang WF, et al. Baseline and trend of lymphocyteto-
monocyte ratio as prognostic factors in epidermal
growth factor receptor mutant non-small cell lung cancer
patients treated with first-line epidermal growth
factor receptor tyrosine kinase inhibitors. PLoS One.
2015;10(8):e0136252.
Yang J, Liao D, Chen C, Liu Y, Chuang TH, Xiang R,
et al. Tumor-associated macrophages regulate murine
breast cancer stem cells through a novel paracrine
egfr/stat3/sox-2 signaling pathway. Stem Cells.
2013;31(2):248-58.
Aerts JG, Hegmans JP. Tumor-specific cytotoxic t
cells are crucial for efficacy of immunomodulatory
antibodies in patients with lung cancer. Cancer Res
2013;73(8):2381-8.
Zab?ocka-S?owi?ska K, P?aczkowska S, Skórska K,
Prescha A, Pawe?czyk K, Por?bska I, et al. Oxidative
stress in lung cancer patients is associated with altered
serum markers of lipid metabolism. PLoS One.
2019;14(4):e0215246.
Barzegar-Amini M, Ghazizadeh H, Seyedi SM reza,
Sadeghnia HR, Mohammadi A, Hassanzade-Daloee
M, et al. Serum vitamin E as a significant prognostic
factor in patients with dyslipidemia disorders. Diabetes
Metab Syndr Clin Res Rev 2019;13(1):666-71.
Vieira Da Costa VA, Vianna LM. Effect of ?-tocopherol
supplementation on blood pressure and lipidic
profile in streptozotocin-induced diabetes mellitus
in spontaneously hypertensive rats. Clin Chim Acta
2005;351(1):101-4.
Kotani K, Sekine Y, Ishikawa S, Ikpot IZ, Suzuki K,
Remaley AT. High-density lipoprotein and prostate
cancer: An overview. J Epidemiol. 2013;23(5):313-9.
Guo E, Chen L, Xie Q, Chen J, Tang Z, Wu Y. Serum
HDL-C as a potential biomarker for nodal stages in
gastric cancer. Ann Surg Oncol 2007;14(9):2528-34.