Abstract
Pei Zhang1,*, Zhang Bao1,*, Liming Xu2, Jianya Zhou1, Guohua Lu1, Yinan Yao1, Rong Liu1, Qiqi Gao2, Yihong Shen1 and Jianying Zhou1
1Department of Respiratory Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
2Department of Pathology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
*These authors have contributed equally to this work
Correspondence to:
Jianying Zhou, email: [email protected]
Keywords: programmed death ligand 1, pemetrexed, immunohistochemistry, lung adenocarcinoma
Received: December 06, 2016 Accepted: July 24, 2017 Published: August 07, 2017
ABSTRACT
Conventional chemotherapy for lung cancer exerts anti-tumor effects through cytotoxicity, and through immunologic regulation by reducing specific T cell subsets and inducing the expression of programmed death ligand 1 (PD-L1) on tumor cells. Even though pemetrexed has shown huge potential in combination with other targeted or immune therapies, there is still little information about the values of specific immune checkpoint markers for advanced lung adenocarcinoma treated with pemetrexed. In the present study, a total of 56 patients with advanced lung adenocarcinoma, who received pemetrexed-based chemotherapy, were included retrospectively. Immunohistochemistry was performed to assess PD-L1, programmed death 1 (PD-1), thymidylate synthase, and tumor infiltrating lymphocytes (TILs). In this cohort, the positive expression of PD-L1 and PD-1 were 26.8% and 33.9% respectively. PD-L1, PD-1, and thymidylate synthase expression were not significantly associated with any clinical features, while the expression of both PD-L1 and PD-1 were correlated with Ki-67 expression. Furthermore, the expression of PD-1 was significantly correlated with TILs. The progression-free survival (PFS) in patients with PD-L1+ specimens was significantly longer compared to PD-L1− specimens. Moreover, PD-L1 expression was an independent protective factor for PFS, and the smoking status was an independent risk factor. PD-L1 expression was significantly associated with better prognosis for patients with pemetrexed-based treatment. Our findings suggested that PD-L1 expression might be a favorable prognostic biomarker for pemetrexed-based regimen, which is a rationale for combining immunotherapy with chemotherapy for lung cancer.
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INTRODUCTION
Lung cancer is the leading cause of cancer-related mortality worldwide, causing more than one million deaths annually [1]. Approximately 85% of patients with lung cancer are diagnosed with non-small-cell lung cancer (NSCLC), while 80% are diagnosed with advanced stages [2, 3]. For decades, conventional cytotoxic chemotherapy, which includes platinum (cisplatin or carboplatin) and a non-platinum drug (pemetrexed, gemcitabine, etc.), has been used as the standard treatment in these patients [4]. Even though, the great progress has recently been made in targeted therapies and immunotherapies, platinum-based doublet chemotherapy still remains the foundation for the majority of patients with advanced lung cancer [4]. Furthermore, chemotherapy has been shown to regulate the immune system and overcome the resistance to targeted therapy, indicting its potential for coordination with other therapies [4]. However, the predictive biomarkers for chemotherapy and its combination strategy remain unknown.
Pemetrexed, a potent inhibitor of thymidylate synthase (TS) and other folate-dependent enzymes involved in purine and pyrimidine synthesis, has been approved as the first-line, second-line, and maintenance treatment for patients with non-squamous NSCLC [5, 6]. Moreover, due to its better tolerability and lower toxicity compared with other cytotoxic agents, pemetrexed shows huge potential in combination with other targeted or immune therapies [6]. It has been reported that in patients treated with pemetrexed, increased expression of TS was associated with resistance to TS-targeting drugs, while low expression of TS was related to better clinical outcomes [7]. However, other studies suggested that the association between TS expression and efficacy of pemetrexed was not relevant [8]. Interestingly, pemetrexed was also reported to cause inflammation of seborrheic keratosis and scleroderma-like conditions in patients with lung cancer, which further revealed that interleulin-4 and interleulin-6-associated-T cells were involved in this pathogenesis [9, 10]. Thus, it is essential to explore potential immune-related biomarkers for patients treated with pemetrexed.
The initiation and progression of lung cancer is a dynamic process, monitored by the immune system, where both myeloid and lymphoid populations control the immune responses to neoplasm [11]. In tumor microenvironment, activity of infiltrated T cells is inhibited by programmed death protein 1/programmed death ligand 1 (PD-1/PD-L1) pathway (referred to as the PD pathway), which acts as a specific immune checkpoint pathway [12]. Immune checkpoints refer to multiple inhibitory pathways that counteract certain crucial steps of T cell-mediated immunity to maintain self-tolerance and modify the duration and amplitude of immune responses [13-15]. PD-1, a 288 amino acid cell surface protein molecule, has two ligands, PD-L1 (also known as B7-H1 and CD274) and PD-L2 (also known as B7-DC and CD273). In the past few years, PD-1-targeting monoclonal antibodies such as nivolumab and pembrolizumab, have shown great promises and to be well tolerated [12]. Furthermore, several clinical trials using nivolumab or pembrolizumab combined with standard chemotherapy have showed encouraging results in patients suffering with different types of cancer [16, 17]. Antibodies targeting PD-L1, such as atezolizumab, durvalumab, and avelumab, have been developed and evaluated, revealing promising results in terms of efficacy and safety [18, 19]. The association between abnormal PD-L1 expression and NSCLC survival has been investigated, nonetheless the results remain controversial [20-22]. In addition, it has been proposed that tumor microenvironment could be stratified into four groups based on conditions of tumor infiltrating lymphocytes (TILs) and PD-L1 expression [15]. Interestingly, a recent randomized, multicohort study (KEYNOTE-021) demonstrated that combination of pembrolizumab, carboplatin, and pemetrexed could be an effective and tolerable first-line treatment option for patients with advanced NSCLC [23], suggesting there might be correlation of PD-L1 expression and pemetrexed-based chemotherapy. Therefore, it may be interesting to investigate the possible predictive values of the PD pathway and TILs in lung adenocarcinoma patients treated with pemetrexed.
The purpose of the current study is to investigate the possible association between the PD pathway and the prognosis for lung adenocarcinoma patients treated with pemetrexed-based chemotherapy. We found that PD-L1 expression was significantly correlated with a longer survival in these patients, indicating that the expression of PD-L1 might be a favorable prognosis biomarker for pemetrexed-based therapy, which is a rationale for combining the immunotherapy with chemotherapy for lung cancer.
RESULTS
Patients characteristics
From January, 2009, to December, 2015, a total of 56 patients (37 male and 19 female) were enrolled in this cohort study. Clinical characteristics of registered patients are shown in Table 1. Most of these patients were diagnosed with staged IV (85.7%) lung cancer. For these 56 patients, 17 patients showed partial response, 34 patients showed stable disease, while only 5 patients showed disease progression, after two cycles of pemetrexed-based chemotherapy. The objective response rate (ORR) and disease control rate (DCR) to chemotherapy were 30.4% and 91.1%, respectively (Table 2).
Table 1: Baseline demographics and disease characteristics
Characteristics | No. of patients (%) |
---|---|
Gender |
|
Male | 37 (66.1) |
Female | 19 (33.9) |
Age (years) |
|
Median | 58 |
Range | 29-79 |
<58 years | 22 (39.3) |
≥58 years | 34 (60.7) |
Smoking status |
|
Former or current smoker | 33 (58.9) |
Never smoker | 23 (41.1) |
ECOG performance status |
|
0 | 15 (26.8) |
1 | 27 (48.2) |
2 | 14 (25.0) |
Stage |
|
Stage IIIB | 8 (14.3) |
Stage IV | 48 (85.7) |
Ki-67 positivity |
|
≤15% | 24 (42.9) |
>15% | 32 (57.1) |
ECOG = Eastern Cooperative Oncology Group.
Table 2: Responses assessed by RECIST version 1.1
Patients (n) | CR (n) | PR (n) | SD (n) | PD (n) | ORR (%) | DCR (%) |
---|---|---|---|---|---|---|
56 | 0 | 17 | 34 | 5 | 30.4 | 91.1 |
RECIST = Response Evaluation Criteria in Solid Tumors; CR = complete response; PR = partial response; SD = stable disease; PD = disease progression; ORR = overall response rate; DCR = disease control rate.
The expression of PD-L1, PD-1 and TS examined by immunohistochemistry
Immunohistochemistry (IHC) assay was used to determine the incidence and patterns of PD-L1, PD-1 and TS in the tumor tissue. In our cohort of 56 patients, the percentage of patients with PD-L1+ and PD-1+ tumors was 26.8% (15 of 56) and 33.9% (19 of 56), respectively. In addition, there were only three patients who expressed both PD-L1 and PD-1. Meanwhile, the percentage of TS+ was 46.4% (26 of 56), which was much higher compared to PD-L1 and PD-1 expression (Table 3).
Table 3: PD-L1, PD-1 and TS expression in pemetrexed-treated patients
Patients (n) | PD-L1 | PD-1 | TS |
---|---|---|---|
Positive (n) | 15 | 19 | 26 |
Negative (n) | 41 | 37 | 30 |
PD-L1 = programmed death ligand 1; PD-1 = programmed death protein 1; TS = thymidylate synthase.
Additionally, we found that PD-L1 was expressed primarily on the cell membrane. Moreover, PD-L1 was expressed not only on tumor cells, but also on immune-infiltrating cells, including TILs, associated histocytes, and macrophages. Compared to PD-1− samples, PD-1 expression was mostly found in lymphocytes within the stroma of PD-1+ tumors. In addition, the staining for TS appeared in both nuclei and cell cytoplasm (Figure 1).
Figure 1: PD-L1, PD-1, and TS immunohistochemistry analysis. Representative immunohistochemistry images of PD-L1 negative (A) and positive (B) expression, PD-1 negative (C) and positive (D) expression, TS low (E) and high (F) expression in tumor specimens. Magnification, 200×.
Relation between PD-L1, PD-1, TS expression and clinical characteristics
To investigate the relationship between the expression of PD-L1, PD-1, TS and the clinicopathologic features of patients with advanced lung adenocarcinoma, who received pemetrexed-based treatment, the χ2 test was performed. Neither the expression of PD-L1 nor PD-1 was correlated with any clinical characteristics, including gender, age, smoking status, performance status, and tumor stage (Table 4). PD-L1 positivity was significantly related to high expression of Ki-67 (>15%), indicating high cell proliferation and tumor progression in this population. Furthermore, PD-1 positivity was also correlated with high Ki-67 expression (Table 4), suggesting orchestrating effects in the PD pathway. In addition, the expression of TS was not associated with any of clinical features or the Ki-67 expression (Table 4).
Table 4: Relation between expression of PD-L1, PD-1, TS and clinical characteristics
Characteristic | Patients (n = 56) | PD-L1 | PD-1 | TS | ||||||
---|---|---|---|---|---|---|---|---|---|---|
Positive (n = 15) | Negative (n = 41) | P valuea | Positive (n = 19) | Negative (n = 37) | P valuea | Positive (n = 26) | Negative (n = 30) | P valuea | ||
Gender |
|
|
| 0.064 |
|
| 0.354 |
|
| 0.642 |
Male | 37 | 7 | 30 |
| 11 | 26 |
| 18 | 19 |
|
Female | 19 | 8 | 11 |
| 8 | 11 |
| 8 | 11 |
|
Age (years) |
|
|
| 0.581 |
|
| 0.143 |
|
| 0.906 |
<58 years | 22 | 5 | 17 |
| 10 | 12 |
| 10 | 12 |
|
≥58 years | 34 | 10 | 24 |
| 9 | 25 |
| 16 | 18 |
|
Smoking status |
|
|
| 0.259 |
|
| 0.067 |
|
| 0.861 |
Former or current smoker | 33 | 7 | 26 |
| 8 | 25 |
| 15 | 18 |
|
Never smoker | 23 | 8 | 15 |
| 11 | 12 |
| 11 | 12 |
|
Performance status |
|
|
| 0.223 |
|
| 0.625 |
|
| 0.757 |
0-1 | 42 | 13 | 29 |
| 15 | 27 |
| 19 | 23 |
|
2 | 14 | 2 | 12 |
| 4 | 10 |
| 7 | 7 |
|
Stage |
|
|
| 0.460 |
|
| 0.565 |
|
| 0.827 |
Stage IIIB | 8 | 3 | 5 |
| 2 | 6 |
| 4 | 4 |
|
Stage IV | 48 | 12 | 36 |
| 17 | 31 |
| 22 | 26 |
|
Ki-67 positivity |
|
|
| 0.025 |
|
| 0.011 |
|
| 0.832 |
≤15% | 25 | 3 | 22 |
| 4 | 21 |
| 12 | 13 |
|
>15% | 31 | 12 | 19 |
| 15 | 16 |
| 14 | 17 |
|
PD-L1 = programmed death ligand 1; PD-1 = programmed death protein 1; TS = thymidylate synthase.
a: For this analysis, χ2 test and Yates’ correction were applied.
Relation between PD-L1, PD-1 expression, and TILs in advanced lung adenocarcinoma
Although the immune responses within the tumor microenvironment are widely implicated as a determining factor in tumor progression and aggressiveness, the recent positive results with immune checkpoint inhibitors in lung cancer have created new interest in TILs and their relationship to tumor immunity and chemotherapy response [24, 25]. In this study, we evaluated the intratumoral relation between PD-L1, PD-1 expression and TILs by IHC staining for CD4 and CD8. Although some specimens had CD4+ and CD8+ TILs in both PD-L1+ and PD-L1− tumors, no significant difference between PD-L1 expression and the scores of CD4+ or CD8+ TILs was found in our study (Table 5). However, we found that the PD-1 expression was related to both CD4+ and CD8+ TILs in the patients with advanced lung adenocarcinoma (Table 5).
Table 5: Relation between PD-L1, PD-1 and TILs scores in tumors
Patients (n) | CD4+ TILs | CD8+ TILs | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
Score (n) |
| Score (n) |
| |||||||
0 | 1 | 2 | 3 | P valuea | 0 | 1 | 2 | 3 | P valuea | |
PD-L1 |
|
|
|
| 0.113 |
|
|
|
| 0.430 |
Positive (n = 15) | 2 | 5 | 5 | 3 |
| 12 | 3 | 0 | 0 |
|
Negative (n = 41) | 11 | 18 | 7 | 5 |
| 29 | 9 | 3 | 0 |
|
PD-1 |
|
|
|
|
|
|
|
|
|
|
Positive (n = 19) | 2 | 7 | 5 | 5 | 0.026 | 9 | 7 | 3 | 0 | 0.001 |
Negative (n = 37) | 11 | 16 | 7 | 3 |
| 32 | 5 | 0 | 0 |
|
PD-L1 = programmed death ligand 1; PD-1 = programmed death protein 1; TILs = tumor-infiltrating lymphocytes.
a: For this analysis, Kruskal-Wallis test was applied.
Relation between PD-L1, PD-1, TS expression and clinical responses of patients with advanced lung adenocarcinoma
We further investigated the relationship between the PD pathway and the therapeutic responses of patients treated with pemetrexed-based chemotherapy by the Kaplan-Meier method. Among a total of 56 patients, the median progression-free survival time was 4.4 months (range from 1.6 to 22.2 months). In our cohort of 56 patients, who received pemetrexed-based treatment as first-line chemotherapy, the ORR and DCR of pemetrexed have not shown significant difference with PD-L1 and PD-1 expression (Table 6). Moreover, no significant difference was observed between the ORR and DCR of pemetrexed and the TS expression (Table 6). In addition, among 56 patients, only 5 patients evaluated disease progression after two cycles’ chemotherapy, and they were all PD-L1−.
Table 6: Relation between PD-L1, PD-1, TS expression and clinical outcomes
Patients (n) | ORR (n = 17) | DCR (n = 51) | ||
---|---|---|---|---|
n (%) | P valuea | n (%) | P valuea | |
PD-L1 |
| 0.716 |
| 0.378 |
Positive (n = 15) | 4 (26.7) |
| 15 (100.0) |
|
Negative (n = 41) | 13 (31.7) |
| 36 (87.8) |
|
PD-1 |
| 0.278 |
| 0.846 |
Positive (n = 19) | 4 (21.1) |
| 18 (94.7) |
|
Negative (n = 37) | 13 (35.1) |
| 33 (89.2) |
|
TS |
| 0.950 |
| 0.268 |
Positive (n = 26) | 8 (30.8) |
| 22 (84.6) |
|
Negative (n = 30) | 9 (30.0) |
| 29 (96.7) |
|
PD-L1 = programmed death ligand 1; PD-1 = programmed death protein 1; TS = thymidylate synthase; ORR = overall response rate; DCR = disease control rate.
a: For this analysis, χ2 test and Yates’ correction were applied.
The Kaplan-Meier method was used to evaluate the survival of patients (Figure 2). In the cohort of 56 patients, the PFS of patients with PD-L1+ specimens was significantly longer than that of PD-L1− specimens (median FPS, 6.4 vs. 3.9 months; P = 0.008; Figure 2A). In contrast, PD-1 and TS expression did not show significant correlation with PFS (PD-1, 4.1 vs. 4.7, P = 0.803; TS, 4.6 vs. 3.9, P = 0.666; Figure 2B and 2C). To conclude, these results indicated that PD-L1 might be a potential predicative factor for treatment efficacy of pemetrexed in patients with advanced adenocarcinoma.
Figure 2: Kaplan-Meier curves of progression-free survival (PFS) in patients with pemetrexed-treated lung adenocarcinoma. PD-L1 expression (A), PD-1 expression (B), and TS expression (C) of patients in correlation with PFS. The P value for the difference between the two was determined by the log-rank test.
Relation between clinical factors, immunohistochemical findings, and patient survival times
Multivariate Cox regression was used to analyze protective factors for pemetrexed-based chemotherapy in lung cancer patients. Never smoker patients had much longer PFS compared to former or current smokers (HR = 7.937, P = 0.011, Table 7), suggesting that smoking status was an independent risk factor for PFS. Consistent with previous results, PD-L1 expression was also revealed as an independent protective factor for PFS (HR = 0.193; P = 0.001, Table 7), implying that patients with PD-L1 positive staining might have a better response to pemetrexed-based chemotherapy.
Table 7: Multivariate analyses of prognosis factors in association with patient survival times
Characteristic | PFS | |
---|---|---|
HR (95% CI) | P value | |
Gender (male vs. female) | 0.579 (0.487-6.113) | 0.398 |
Age (<58 vs. ≥58 years) | 1.108 (0.555-2.212) | 0.772 |
Smoking (yes vs. no) | 7.937 (0.026-0.621) | 0.011 |
PS |
| 0.380 |
PS (1) | 1.982 (0.756-5.200) | 0.164 |
PS (2) | 1.450 (0.632-3.324) | 0.380 |
Stage (IV vs. IIIB) | 0.883 (0.343-2.275) | 0.797 |
Ki-67 (≤15% vs. >15%) | 0.931 (0.436-1.988) | 0.854 |
PD-L1 (positive vs. negative) | 0.193 (2.018-13.342) | 0.001 |
PD-1 (positive vs. negative) | 1.460 (0.298-1.575) | 0.373 |
TS (positive vs. negative) | 0.873 (0.576-2.278) | 0.698 |
HR = hazard ratio; CI = confidence interval; PFS = progression-free survival; PS = performance status; PD-L1 = programmed death ligand 1; PD-1 = programmed death protein 1; TS = thymidylate synthase.
DISCUSSION
This study retrospectively reviewed a cohort of advanced lung adenocarcinoma patients, who were treated with first-line pemetrexed-based chemotherapy. PD-L1/PD-1 expression in the specimen was assessed, and correlations between the efficacy of treatment and the PD pathway were analyzed. For these 56 patients, the ORR and DCR to pemetrexed-based therapy were 30.4% and 91.1% respectively, which is consistent with previous clinical trials [26, 27]. These results confirmed pemetrexed as highly effective agent in advanced lung adenocarcinoma. The expression of PD-L1 was 26.8% (15 of 56) in all the tumor specimens, while percentage of PD-1 expression was 33.9% (19 of 56). The frequency of PD-L1 expression in primary NSCLC specimens showed conflicting data. The incidence of PD-L1 expression in the overall population of patients with NSCLC has shown to be 30% to 50% [22, 28, 29]. A variety of PD-L1 immunohistochemistry antibodies, including SP142, SP263, 22C3, E1L3N, and 28-8 clones, have been utilized in clinical trials of immune checkpoint inhibitors [28, 29]. Furthermore, there has been no consensus on the PD-L1 standard antibody and threshold definition for positive staining [28, 29]. Uses of PD-L1 antibodies, varying in their specificity and sensitivity, as well as the cut-off definition could explain these conflicting results in literature [30, 31]. Different thresholds (e.g. 5%, 25%, and 50%) of PD-L1 expression in tumors cells have shown to be associated with an increased likelihood of response to PD-1 targeting checkpoint inhibitors [24, 32]. We chose a PD-L1 antibody with SP142 clone, which has much lower positivity rate compared with 22C3 and 28-8 clones. Consequently, cut-off of 5% membranous immunohistochemical signal on tumor cells was empirically chosen as the threshold in our study.
We further examined relationship between TILs infiltration and expression of PD-L1 and PD-1. Our results suggested there was no correlation between PD-L1 expression and the scores of CD4+ or CD8+ TILs, nevertheless the expression of PD-1 was significantly correlated with both CD4+ and CD8+ TILs in patients with advanced lung adenocarcinoma. Previously, researches have demonstrated that increased PD-1 expression on peripheral blood CD8+ T cells was associated with impaired immune function in patients with NSCLC, and with an increasing intensity of immune infiltrates and the presence of lymphoid aggregates [32, 33]. Contrary, PD-L1 expression appears to have a negative effect on the host’s antitumor response in metastatic melanoma, and there have been little evidence to show the correlation between PD-L1 expression and TILs in NSCLC [34]. Based on the obtained data, we inferred that TILs were much more important for driving PD-1 expression compared to PD-L1 in advanced lung adenocarcinoma, nonetheless their presence alone was not sufficient to reverse compromised immune surveillance in tumor.
Although the efficacy of targeted therapies has been proven in numerous trials, platinum-based doublet chemotherapy remains therapeutic foundation for advanced NSCLC patients without actionable genetic alterations. Predictive biomarkers are crucial for decisions regarding the use of specific molecular or cytotoxic agents. Pemetrexed has been proven to be the most effective cytotoxic agent in lung adenocarcinoma patients. The principal target of pemetrexed, a multi-targeted antifolate that gains entry to the cell via reduced folate carrier, is TS. TS is responsible for the conversion of deoxyuridine monophosphate to deoxythymidine monophosphate necessary for DNA replication. Existing studies have suggested a potential association between overexpression of TS and reduced sensitivity to pemetrexed in antifolate-resistant cell lines [35]. Resistance to pemetrexed was significantly associated with increasing TS gene expression [36], while TS appeared as a strong predictive marker for pemetrexed sensitivity. Different studies argued that the association between TS expression and clinical results was not statistically significant [8]. Our results showed no significant difference between TS expression and clinical responses, potentially due to the limited patient number in the cohort. In addition, the optimal and standard assay methods for TS expression still need to be established.
In recent years, various biological markers, such as the nucleotide excision repair pathway, cell-cycle regulators, β-tubulin class III, epidermal growth factor receptor mutations, and gene expression profiling, have been explored to predict the efficacy of traditional chemotherapies in patients with lung cancer [37, 38]. To further explore the relationship between the PD pathway and the therapeutic response or survival of pemetrexed-treated patients, we performed the Kaplan-Meier method and multivariate Cox regression analysis. Our results showed that in the cohort of 56 patients, the PFS of patients with PD-L1+ specimens were significantly longer compared to PD-L1− specimens. Meanwhile, the Cox regression analysis has shown that PD-L1 expression was an independent protective factor for PFS, suggesting patients with PD-L1 positive staining might have a better response to pemetrexed-based treatment. However, the expression of PD-1 did not show any significant correlation with PFS. The PD-L1 expression has emerged as a seemingly promising biomarker for NSCLC patients, but the relationship between PD-L1 expression and prognosis in patients with NSCLC remains controversial. A study based on a large sample size demonstrated that patients with NSCLC and PD-L1 expression (both mRNA and protein) beyond the detection threshold had significantly better outcomes in 2 separate cohorts [31]. Previous studies have linked negative PD-L1 expression with superior overall survival (OS) in NSCLC patients compared to patients with positive PD-L1 expression [20, 39, 40], while others concluded that PD-L1 expression had no significant correlation with OS but is related to longer relapse-free survival [41]. It is noteworthy that most previous researches have been performed in the overall population of patients with NSCLC, which is differed from our present study. Our study was designed to specifically target a cohort of patients with advanced lung adenocarcinoma who received pemetrexed-based chemotherapy. This was also the first study to explore the relationship between clinical outcomes of pemetrexed-based treatment and PD-1, PD-L1 expression. In addition, we found that the expression of both PD-L1 and PD-1 were significantly associated with high Ki-67 expression, indicating the potential connection between the PD-1 pathway and tumor proliferation. Therefore, we draw a conclusion that PD-L1 expression might represent a favorable prognostic marker for patients with advanced lung adenocarcinoma, who receive pemetrexed-based chemotherapy.
In the multivariate analyses of prognostic factors for patient survival, we found the smoking status to be an independent risk factor for PFS. Moreover, PD-L1 expression was an independent protective factor for PFS, which indicated that the expression of PD-L1 is a predictive biomarker for response to pemetrexed-based treatment. These results cast light on potential suitable markers for patients with lung cancer who might benefit from pemetrexed therapy.
Cancer immunotherapy, which differs from traditional cytotoxic therapies and targeted therapies, is a new class of anti-cancer drugs with promising clinical activity in different types of tumors [18, 42-45]. Previous studies have reported that pemetrexed-based chemotherapy in anaplastic lymphoma kinase rearrangement patients was associated with a higher response rate and longer PFS [46]. The combination of pembrolizumab, carboplatin, and pemetrexed provides a significant and clinically relevant improvement in antitumor activity compared with chemotherapy alone [23]. Different clinical trials suggested that nivolumab plus platinum-based doublet chemotherapy may improve outcomes and extend patients survival in advanced NSCLC in the first-line setting [47]. We demonstrated that the expression of PD-L1 was associated with pemetrexed-based chemotherapy, which might help to guide patient selection and therapeutic optimization.
The limitations in our study include the limited sample size of the study cohort, which might have reduced the statistical power of the analysis, although we have verified and improved the testing methods. What’s more, the study was a retrospective single-center study, meaning it might lead to potential follow-up bias and selection bias. To consolidate our findings, further studies should be multicenter with large sample sizes.
In summary, the present study is the first to demonstrate the relationship between PD-L1 expression and the survival for patients with advanced lung adenocarcinoma who received pemetrexed-based therapy. Our results indicated that PD-L1 expression was significantly correlated with a longer PFS in patients with advanced lung adenocarcinoma following pemetrexed-based treatment, and PD-L1 expression was an independent protective factor for PFS. Furthermore, the expression of both PD-L1 and PD-1 were associated with Ki-67 expression in significant correlates. To conclude, our study suggests that PD-L1 expression might be a favorable prognosis biomarker for pemetrexed. It also provides a rationale for combining the immunotherapy with chemotherapy in the future.
MATERIALS AND METHODS
Study population
A total of 145 patients diagnosed with advanced lung adenocarcinoma (stage IIIB-IV) from The First Affiliated Hospital of Zhejiang University, from January, 2009 to December, 2015 (Union for International Cancer Control, TNM classification of malignant tumors, 7th edition) [48], were included in this study. All patients received pemetrexed-based (Alimta®, Lilly France S.A.S) chemotherapy as the first-line treatment. Patients who had not been initially diagnosed with an advanced stage (stage III-IV), or who had received chemotherapy with a concurrent surgical procedure or radiotherapy, were excluded from the study. Of these 145 patients, 56 primary biopsy tumor samples were obtained for further tissue analysis. Clinical and pathologic characteristics were collected using retrospective chart review. This study was approved by the Institutional Review Board of the First Affiliated Hospital of Zhejiang University.
Patients treatment and assessments of patient clinical features
A baseline assessment of clinical features including gender, age, smoking status, performance status, and tumor stage were retrospectively reviewed using medical records. All patients received intravenous injection of pemetrexed in combination with cisplatin, or carboplatin, or nonplatinum agents, at a dose of 500 mg/m2 body surface area, every 21 days; additionally, all patients received folic acid, vitamin B12, and dexamethasone in order to avoid adverse drug reactions. Therapy was continued until clinical or radiological disease progression, or until intolerable toxicity was observed, or in case of patients’ death. The ORR and DCR were evaluated every two cycles, or earlier, or in case clinical signs of progression were observed, according to the Response Evaluation Criteria in Solid Tumors version 1.1 [49]. PFS was defined as the time from pemetrexed treatment commencement to the first documented radiologic/clinical disease progression or death from any cause.
Immunohistochemistry
The biopsy and surgical resection specimens were fixed in formalin and embedded in paraffin using standardized procedures. Deparaffinized sections (4 μm) were stained using standardized IHC procedures [50]. Briefly, endogenous peroxidase activity was blocked by using hydrogen peroxidase for 10 minutes; heat retrieval with sodium citrate buffer (for demasking antigen), and ethylenediaminetetraacetic acid repair were performed before IHC. After washing with phosphatebuffered saline, tissue sections were incubated with primary antibodies at room temperature for 15 and 60 minutes, respectively. After additional washing, the reaction was visualized with 3,3’ diaminobenzidine tetrahydrochloride. A rabbit anti-PD-L1 monoclonal antibody (clone SP142, ZSGB-BIO, Beijing, China), a mouse anti-PD-1 monoclonal antibody (clone UMAB199, ZSGB-BIO, Beijing, China), and a mouse anti-TS monoclonal antibody (clone 4H4B1, Invitrogen, Carlsbad, CA) were used. The sections were counterstained with hematoxylin. Isotype-matched IgG was used as a control. The expression of CD4 (clone UMAB64, ZSGB-BIO, Beijing, China) and CD8 (clone SP16, ZSGB-BIO, Beijing, China) were also performed to assess CD4+ and CD8+ TILs according to the standard automated protocols. In addition, we also evaluated Ki-67, which is a nuclear protein associated with cellular proliferation, as previously described [51].
Scoring
All samples were independently scored by two experienced pathologists (Liming Xu and Qiqi Gao), who were blinded to patients’ clinical characteristics and outcomes. The expression of PD-1 was quantified using a visual grading system, with the staining intensity graded as 0 to 3 (0, absent; 1, moderate; 2, intermediate; 3, strong). The number of positive cells was graded using a 0 to 3 scale (0, 0%; 1, 1%-10%; 2, 11%-50%; 3, 51%-100%) [50]. The scores for both intensity and proportion were multiplied to obtain the final semiquantitative H-score. The mean H-score from all the patient samples was used as the cut-off value to determine the PD-1 positivity. PD-L1 expression by tumor cells and TILs was scored at 5% interval. Specimens with ≥ 5% membranous expression were considered positive [52]. The tumor sections stained for CD4 and CD8 were evaluated for the intensity of TILs, which was judged to be 0 to 4 (0, absent; 1, sparse; 2, scattered; 3, dense; 4, very dense) [53]. The positivity of either CD4+ or CD8+ TILs was defined as score of ≥ 1. The expression of TS was quantified using the H scoring method defined as described in literature [7]. The mean H-score from all the patient samples was used as the cut-off value to determine TS positivity. In addition, a cut-off value of 15% was defined as Ki-67 positivity [51].
Statistical analysis
Correlations between PD-1, PD-L1 and TS expression and various clinicopathologic characteristics were analyzed using the χ2 test and Yates’ correction. We examined the correlation between proportion of tumor cells expressing PD-L1 or PD-1 and the intensity of immune cell infiltration using the Kruskal-Wallis rank test. The Kaplan-Meier method was used to estimate the survival probability, while the log-rank test to determine the statistical significance. Multivariate analysis using the Cox regression model was conducted to analyze the clinicopathologic features. All tests were 2-sided. P < 0.05 was considered statistically significant. The statistical analyses were performed using the SPSS software package, version 19.0 (IBM, Armonk, NY).
ACKNOWLEDGMENTS
This study was supported by the National Natural Science Foundation of China (No. 81472171, No. 81670017), Zhejiang Provincial Natural Science Foundation (No: LY14H010002), and Project of Health and Family Planning Commission of Zhejiang Province, China (No. 2014KYB098, No. 2016KYA076).
CONFLICTS OF INTEREST
The authors declare that there are no financial or other relationships that may lead to a conflict of interests in this study.
REFERENCES
1. Siegel RL, Miller KD, Jemal A. Cancer statistics, 2016. CA Cancer J Clin. 2016; 66: 7-30. https://doi.org/10.3322/caac.21332.
2. Herbst RS, Heymach JV, Lippman SM. Lung cancer. N Engl J Med. 2008; 359: 1367-80. https://doi.org/10.1056/NEJMra0802714.
3. Miller KD, Siegel RL, Lin CC, Mariotto AB, Kramer JL, Rowland JH, Stein KD, Alteri R, Jemal A. Cancer treatment and survivorship statistics, 2016. CA Cancer J Clin. 2016; 66: 271-89. https://doi.org/10.3322/caac.21349.
4. Hellmann MD, Li BT, Chaft JE, Kris MG. Chemotherapy remains an essential element of personalized care for persons with lung cancers. Ann Oncol. 2016; 27: 1829-35. https://doi.org/10.1093/annonc/mdw271.
5. Paz-Ares L, de Marinis F, Dediu M, Thomas M, Pujol JL, Bidoli P, Molinier O, Sahoo TP, Laack E, Reck M, Corral J, Melemed S, John W, et al. Maintenance therapy with pemetrexed plus best supportive care versus placebo plus best supportive care after induction therapy with pemetrexed plus cisplatin for advanced non-squamous non-small-cell lung cancer (PARAMOUNT): a double-blind, phase 3, randomised controlled trial. Lancet Oncol. 2012; 13: 247-55. https://doi.org/10.1016/S1470-2045(12)70063-3.
6. Stinchcombe TE, Borghaei H, Barker SS, Treat JA, Obasaju C. Pemetrexed with platinum combination as a backbone for targeted therapy in non-small-cell lung cancer. Clin Lung Cancer. 2016; 17: 1-9. https://doi.org/10.1016/j.cllc.2015.07.002.
7. Wynes MW, Konopa K, Singh S, Reyna-Asuncion B, Ranger-Moore J, Sternau A, Christoph DC, Dziadziuszko R, Jassem J, Hirsch FR. Thymidylate synthase protein expression by IHC and gene copy number by SISH correlate and show great variability in non-small cell lung cancer. J Thorac Oncol. 2012; 7: 982-92. https://doi.org/10.1097/JTO.0b013e31824fe95a.
8. Chang MH, Ahn JS, Lee J, Kim KH, Park YH, Han J, Ahn MJ, Park K. The efficacy of pemetrexed as a third- or fourth-line therapy and the significance of thymidylate synthase expression in patients with advanced non-small cell lung cancer. Lung Cancer. 2010; 69: 323-9. https://doi.org/10.1016/j.lungcan.2009.12.002.
9. Matsudate Y, Murao K, Kubo Y. Chemotherapy-induced inflammation of seborrheic keratoses due to pemetrexed treatment. J Dermatol. 2016; 44: 602-3. https://doi.org/10.1111/1346-8138.13499.
10. Ishikawa K, Sakai T, Saito-Shono T, Miyawaki M, Osoegawa A, Sugio K, Ono A, Mori H, Nishida H, Yokoyama S, Okamoto O, Fujiwara S, Hatano Y. Pemetrexed-induced scleroderma-like conditions in the lower legs of a patient with non-small cell lung carcinoma. J Dermatol. 2016; 43: 1071-4. https://doi.org/10.1111/1346-8138.13354.
11. Palucka AK, Coussens LM. The basis of oncoimmunology. Cell. 2016; 164: 1233-47. https://doi.org/10.1016/j.cell.2016.01.049.
12. Chen L, Han X. Anti-PD-1/PD-L1 therapy of human cancer: past, present, and future. J Clin Invest. 2015; 125: 3384-91. https://doi.org/10.1172/JCI80011.
13. Pardoll DM. The blockade of immune checkpoints in cancer immunotherapy. Nat Rev Cancer. 2012; 12: 252-64. https://doi.org/10.1038/nrc3239.
14. Bao Z, Lu G, Cui D, Yao Y, Yang G, Zhou J. IL-17A-producing T cells are associated with the progression of lung adenocarcinoma. Oncol Rep. 2016; 36: 641-50. https://doi.org/10.3892/or.2016.4837.
15. Smyth MJ, Ngiow SF, Ribas A, Teng MW. Combination cancer immunotherapies tailored to the tumour microenvironment. Nat Rev Clin Oncol. 2016; 13: 143-58. https://doi.org/10.1038/nrclinonc.2015.209.
16. Kanda S, Goto K, Shiraishi H, Kubo E, Tanaka A, Utsumi H, Sunami K, Kitazono S, Mizugaki H, Horinouchi H, Fujiwara Y, Nokihara H, Yamamoto N, et al. Safety and efficacy of nivolumab and standard chemotherapy drug combination in patients with advanced non-small-cell lung cancer: a four arms phase Ib study. Ann Oncol. 2016; 27: 2242-50. https://doi.org/10.1093/annonc/mdw416.
17. Sharma P, Allison JP. Immune checkpoint targeting in cancer therapy: toward combination strategies with curative potential. Cell. 2015; 161: 205-14. https://doi.org/10.1016/j.cell.2015.03.030.
18. Gulley JL, Rajan A, Spigel DR, Iannotti N, Chandler J, Wong DJ, Leach J, Edenfield WJ, Wang D, Grote HJ, Heydebreck AV, Chin K, Cuillerot JM, et al. Avelumab for patients with previously treated metastatic or recurrent non-small-cell lung cancer (JAVELIN Solid Tumor): dose-expansion cohort of a multicentre, open-label, phase 1b trial. Lancet Oncol. 2017; 18: 599-610. https://doi.org/10.1016/S1470-2045(17)30240-1.
19. Rittmeyer A, Barlesi F, Waterkamp D, Park K, Ciardiello F, von Pawel J, Gadgeel SM, Hida T, Kowalski DM, Dols MC, Cortinovis DL, Leach J, Polikoff J, et al. Atezolizumab versus docetaxel in patients with previously treated non-small-cell lung cancer (OAK): a phase 3, open-label, multicentre randomised controlled trial. Lancet. 2017; 389: 255-65. https://doi.org/10.1016/S0140-6736(16)32517-X.
20. Zhang Y, Wang L, Li Y, Pan Y, Wang R, Hu H, Li H, Luo X, Ye T, Sun Y, Chen H. Protein expression of programmed death 1 ligand 1 and ligand 2 independently predict poor prognosis in surgically resected lung adenocarcinoma. Onco Targets Ther. 2014; 7: 567-73. https://doi.org/10.2147/OTT.S59959.
21. Azuma K, Ota K, Kawahara A, Hattori S, Iwama E, Harada T, Matsumoto K, Takayama K, Takamori S, Kage M, Hoshino T, Nakanishi Y, Okamoto I. Association of PD-L1 overexpression with activating EGFR mutations in surgically resected nonsmall-cell lung cancer. Ann Oncol. 2014; 25: 1935-40. https://doi.org/10.1093/annonc/mdu242.
22. Wu S, Shi X, Sun J, Liu Y, Luo Y, Liang Z, Wang J, Zeng X. The significance of programmed cell death ligand 1 expression in resected lung adenocarcinoma. Oncotarget. 2017; 8: 16421-9. https://doi.org/10.18632/oncotarget.14851.
23. Langer CJ, Gadgeel SM, Borghaei H, Papadimitrakopoulou VA, Patnaik A, Powell SF, Gentzler RD, Martins RG, Stevenson JP, Jalal SI, Panwalkar A, Yang JC, Gubens M, et al. Carboplatin and pemetrexed with or without pembrolizumab for advanced, non-squamous non-small-cell lung cancer: a randomised, phase 2 cohort of the open-label KEYNOTE-021 study. Lancet Oncol. 2016; 17: 1497-508. https://doi.org/10.1016/S1470-2045(16)30498-3.
24. Topalian SL, Hodi FS, Brahmer JR, Gettinger SN, Smith DC, McDermott DF, Powderly JD, Carvajal RD, Sosman JA, Atkins MB, Leming PD, Spigel DR, Antonia SJ, et al. Safety, activity, and immune correlates of anti-PD-1 antibody in cancer. N Engl J Med. 2012; 366: 2443-54. https://doi.org/10.1056/NEJMoa1200690.
25. Brahmer JR, Tykodi SS, Chow LQ, Hwu WJ, Topalian SL, Hwu P, Drake CG, Camacho LH, Kauh J, Odunsi K, Pitot HC, Hamid O, Bhatia S, et al. Safety and activity of anti-PD-L1 antibody in patients with advanced cancer. N Engl J Med. 2012; 366: 2455-65. https://doi.org/10.1056/NEJMoa1200694.
26. Yang CH, Simms L, Park K, Lee JS, Scagliotti G, Orlando M. Efficacy and safety of cisplatin/pemetrexed versus cisplatin/gemcitabine as first-line treatment in East Asian patients with advanced non-small cell lung cancer: results of an exploratory subgroup analysis of a phase III trial. J Thorac Oncol. 2010; 5: 688-95. https://doi.org/10.1097/JTO.0b013e3181d1273d.
27. Schuette WH, Groschel A, Sebastian M, Andreas S, Muller T, Schneller F, Guetz S, Eschbach C, Bohnet S, Leschinger MI, Reck M. A randomized phase II study of pemetrexed in combination with cisplatin or carboplatin as first-line therapy for patients with locally advanced or metastatic non-small-cell lung cancer. Clin Lung Cancer. 2013; 14: 215-23. https://doi.org/10.1016/j.cllc.2012.10.001.
28. Kluger HM, Zito CR, Turcu G, Baine M, Zhang H, Adeniran A, Sznol M, Rimm DL, Kluger Y, Chen L, Cohen JV, Jilaveanu LB. PD-L1 studies across tumor types, its differential expression and predictive value in patients treated with immune checkpoint inhibitors. Clin Cancer Res. 2017; 23: 4270-9. https://doi.org/10.1158/1078-0432.CCR-16-3146.
29. Uruga H, Bozkurtlar E, Huynh TG, Muzikansky A, Goto Y, Gomez-Caraballo M, Hata AN, Gainor JF, Mark EJ, Engelman JA, Lanuti MD, Mino-Kenudson M. Programmed cell death ligand (PD-L1) expression in stage II and III lung adenocarcinomas and nodal metastases. J Thorac Oncol. 2017; 12: 458-66. https://doi.org/10.1016/j.jtho.2016.10.015.
30. Mahoney KM, Sun H, Liao X, Hua P, Callea M, Greenfield EA, Hodi FS, Sharpe AH, Signoretti S, Rodig SJ, Freeman GJ. PD-L1 antibodies to its cytoplasmic domain most clearly delineate cell membranes in immunohistochemical staining of tumor cells. Cancer Immunol Res. 2015; 3: 1308-15. https://doi.org/10.1158/2326-6066.CIR-15-0116.
31. Velcheti V, Schalper KA, Carvajal DE, Anagnostou VK, Syrigos KN, Sznol M, Herbst RS, Gettinger SN, Chen L, Rimm DL. Programmed death ligand-1 expression in non-small cell lung cancer. Lab Invest. 2014; 94: 107-16. https://doi.org/10.1038/labinvest.2013.130.
32. Taube JM, Klein A, Brahmer JR, Xu H, Pan X, Kim JH, Chen L, Pardoll DM, Topalian SL, Anders RA. Association of PD-1, PD-1 ligands, and other features of the tumor immune microenvironment with response to anti-PD-1 therapy. Clin Cancer Res. 2014; 20: 5064-74. https://doi.org/10.1158/1078-0432.CCR-13-3271.
33. Zhang Y, Huang S, Gong D, Qin Y, Shen Q. Programmed death-1 upregulation is correlated with dysfunction of tumor-infiltrating CD8+ T lymphocytes in human non-small cell lung cancer. Cell Mol Immunol. 2010; 7: 389-95. https://doi.org/10.1038/cmi.2010.28.
34. Erdag G, Schaefer JT, Smolkin ME, Deacon DH, Shea SM, Dengel LT, Patterson JW, Slingluff CL Jr. Immunotype and immunohistologic characteristics of tumor-infiltrating immune cells are associated with clinical outcome in metastatic melanoma. Cancer Res. 2012; 72: 1070-80. https://doi.org/10.1158/0008-5472.CAN-11-3218.
35. Giovannetti E, Mey V, Nannizzi S, Pasqualetti G, Marini L, Del Tacca M, Danesi R. Cellular and pharmacogenetics foundation of synergistic interaction of pemetrexed and gemcitabine in human non-small-cell lung cancer cells. Mol Pharmacol. 2005; 68: 110-8. https://doi.org/10.1124/mol.104.009373.
36. Ozasa H, Oguri T, Uemura T, Miyazaki M, Maeno K, Sato S, Ueda R. Significance of thymidylate synthase for resistance to pemetrexed in lung cancer. Cancer Sci. 2010; 101: 161-6. https://doi.org/10.1111/j.1349-7006.2009.01358.x.
37. Coate LE, John T, Tsao MS, Shepherd FA. Molecular predictive and prognostic markers in non-small-cell lung cancer. Lancet Oncol. 2009; 10: 1001-10. https://doi.org/10.1016/S1470-2045(09)70155-X.
38. Zhang S, Yan B, Zheng J, Zhao J, Zhou J. Gene status and clinicopathologic characteristics of lung adenocarcinomas with mediastinal lymph node metastasis. Oncotarget. 2016; 7: 63758-66. https://doi.org/10.18632/oncotarget.11494.
39. Mu CY, Huang JA, Chen Y, Chen C, Zhang XG. High expression of PD-L1 in lung cancer may contribute to poor prognosis and tumor cells immune escape through suppressing tumor infiltrating dendritic cells maturation. Med Oncol. 2011; 28: 682-8. https://doi.org/10.1007/s12032-010-9515-2.
40. Chen YB, Mu CY, Huang JA. Clinical significance of programmed death-1 ligand-1 expression in patients with non-small cell lung cancer: a 5-year-follow-up study. Tumori. 2012; 98: 751-5. https://doi.org/10.1700/1217.13499.
41. Yang CY, Lin MW, Chang YL, Wu CT, Yang PC. Programmed cell death-ligand 1 expression in surgically resected stage I pulmonary adenocarcinoma and its correlation with driver mutations and clinical outcomes. Eur J Cancer. 2014; 50: 1361-9. https://doi.org/10.1016/j.ejca.2014.01.018.
42. Robert C, Long GV, Brady B, Dutriaux C, Maio M, Mortier L, Hassel JC, Rutkowski P, McNeil C, Kalinka-Warzocha E, Savage KJ, Hernberg MM, Lebbe C, et al. Nivolumab in previously untreated melanoma without BRAF mutation. N Engl J Med. 2015; 372: 320-30. https://doi.org/10.1056/NEJMoa1412082.
43. Motzer RJ, Escudier B, McDermott DF, George S, Hammers HJ, Srinivas S, Tykodi SS, Sosman JA, Procopio G, Plimack ER, Castellano D, Choueiri TK, Gurney H, et al. Nivolumab versus Everolimus in advanced renal-cell carcinoma. N Engl J Med. 2015; 373: 1803-13. https://doi.org/10.1056/NEJMoa1510665.
44. Weber J, Gibney G, Kudchadkar R, Yu B, Cheng P, Martinez AJ, Kroeger J, Richards A, McCormick L, Moberg V, Cronin H, Zhao X, Schell M, et al. Phase I/II study of metastatic melanoma patients treated with nivolumab who had progressed after ipilimumab. Cancer Immunol Res. 2016; 4: 345-53. https://doi.org/10.1158/2326-6066.CIR-15-0193.
45. Hong AM, Vilain RE, Romanes S, Yang J, Smith E, Jones D, Scolyer RA, Lee CS, Zhang M, Rose B. PD-L1 expression in tonsillar cancer is associated with human papillomavirus positivity and improved survival: implications for anti-PD1 clinical trials. Oncotarget. 2016; 7: 77010-20. https://doi.org/10.18632/oncotarget.12776.
46. Park S, Park TS, Choi CM, Lee DH, Kim SW, Lee JS, Kim WS, Song JS, Lee JC. Survival benefit of pemetrexed in lung adenocarcinoma patients with anaplastic lymphoma kinase gene rearrangements. Clin Lung Cancer. 2015; 16: e83-9. https://doi.org/10.1016/j.cllc.2015.01.003.
47. Rizvi NA, Hellmann MD, Brahmer JR, Juergens RA, Borghaei H, Gettinger S, Chow LQ, Gerber DE, Laurie SA, Goldman JW, Shepherd FA, Chen AC, Shen Y, et al. Nivolumab in combination with platinum-based doublet chemotherapy for first-line treatment of advanced non-small-cell lung cancer. J Clin Oncol. 2016; 34: 2969-79. https://doi.org/10.1200/JCO.2016.66.9861.
48. Goldstraw P, Crowley J, Chansky K, Giroux DJ, Groome PA, Rami-Porta R, Postmus PE, Rusch V, Sobin L; International Association for the Study of Lung Cancer International Staging Committee; Participating Institutions. The IASLC Lung Cancer Staging Project: proposals for the revision of the TNM stage groupings in the forthcoming (seventh) edition of the TNM Classification of malignant tumours. J Thorac Oncol. 2007; 2: 706-14. https://doi.org/10.1097/JTO.0b013e31812f3c1a.
49. Eisenhauer EA, Therasse P, Bogaerts J, Schwartz LH, Sargent D, Ford R, Dancey J, Arbuck S, Gwyther S, Mooney M, Rubinstein L, Shankar L, Dodd L, et al. New response evaluation criteria in solid tumours: revised RECIST guideline (version 1.1). Eur J Cancer. 2009; 45: 228-47. https://doi.org/10.1016/j.ejca.2008.10.026.
50. Lin C, Chen X, Li M, Liu J, Qi X, Yang W, Zhang H, Cai Z, Dai Y, Ouyang X. Programmed death-ligand 1 expression predicts tyrosine kinase inhibitor response and better prognosis in a cohort of patients with epidermal growth factor receptor mutation-positive lung adenocarcinoma. Clin Lung Cancer. 2015; 16: e25-35. https://doi.org/10.1016/j.cllc.2015.02.002.
51. Salvi S, Fontana V, Boccardo S, Merlo DF, Margallo E, Laurent S, Morabito A, Rijavec E, Dal Bello MG, Mora M, Ratto GB, Grossi F, Truini M, et al. Evaluation of CTLA-4 expression and relevance as a novel prognostic factor in patients with non-small cell lung cancer. Cancer Immunol Immunother. 2012; 61: 1463-72. https://doi.org/10.1007/s00262-012-1211-y.
52. Berghoff AS, Ricken G, Wilhelm D, Rajky O, Widhalm G, Dieckmann K, Birner P, Bartsch R, Preusser M. Tumor infiltrating lymphocytes and PD-L1 expression in brain metastases of small cell lung cancer (SCLC). J Neurooncol. 2016; 130: 19-29. https://doi.org/10.1007/s11060-016-2216-8.
53. Dahlin AM, Henriksson ML, Van Guelpen B, Stenling R, Oberg A, Rutegard J, Palmqvist R. Colorectal cancer prognosis depends on T-cell infiltration and molecular characteristics of the tumor. Mod Pathol. 2011; 24: 671-82. https://doi.org/10.1038/modpathol.2010.234.