Abstract
Background
Both human leukocyte antigen (HLA) class I and programmed death-ligand 1 (PD-L1) molecules are known to play important roles in cancer immunity. In this study, we evaluated HLA class I expression in resected adenocarcinoma of the lung, and investigated its prognostic impact in correlation with PD-L1 expression.
Methods
HLA class I and PD-L1 expression was evaluated by immunohistochemistry in a total of 403 resected lung adenocarcinomas using tissue microarray. Correlations between the expression of HLA class I/PD-L1 and clinicopathologic features and prognostic significance were analyzed.
Results
HLA class I expression was reduced in 91.6% of adenocarcinoma, and more frequently reduced in patients with younger age, absence of vascular invasion, and low pathologic stage (p = .033, p = .007, and p = .012, respectively). Positive PD-L1 expression in tumor cells was 16.1% (1% cut-off), and associated with poor differentiation, presence of vascular invasion and nodal metastasis (p < .001, p = .002, and p = .032, respectively). On survival analysis, HLA class I or PD-L1 expression alone did not show any statistical significance. On the integrated analysis, HLA class I (+)/PD-L1 (+) subgroup showed a significantly shorter overall survival than other groups (p = .001). Multivariate analysis revealed that coexpression of HLA class I and PD-L1 was an independent poor prognostic factor of lung adenocarcinoma. (p < .001; hazard ratio, 6.106; 95% confidence interval, 2.260 to 16.501).
Conclusions
Lung adenocarcinoma with coexpression of HLA class I and PD-L1 was associated with poor prognosis. This subgroup may evade immune attack by expressing PD-L1 protein despite HLA expression.
Keywords: Human leukocyte antigen class I; Programmed cell death-ligand 1; Carcinoma, non-small cell lung; Immunohistochemistry
Lung cancer is a leading cause of cancer-related deaths worldwide. Despite many advances in targeted therapy based on molecular testing [1], the 5-year overall survival (OS) for advanced lung cancer still remains dismal [2]. Recently, there has been a remarkable progress in immunotherapies for the treatment of non-small cell lung cancer (NSCLC). Immunotherapy with antibodies blocking immune checkpoints, including anti–programmed death ligand-1 (PD-L1), showed durable tumor regression in advanced NSCLCs [3]. Although PD-L1 expression has emerged as a useful biomarker capable of predicting which patients are more likely to respond to anti–programmed death-1 (PD-1)/PD-L1 therapy, PD-L1 expression is not an absolute predictive marker of clinical response. These findings have intrigued researchers to characterize the host’s immune response against tumor, as well as tumor’s ability to escape the immune attack.
In lung cancer, cytotoxic lymphocytes (CTLs) that play a main role in the anticancer response are actively suppressed in tumor environment [4]. Two major mechanisms, which affect the target cells and the effector phase of the immune response, play a crucial role in the immune editing process. One is represented by the down-regulation of tumor antigen processing and presentation caused by abnormalities in the human leukocyte antigen (HLA) class I antigen processing machinery (APM) [5]. The other is represented by the anergy of effecter immune cell infiltrates in the tumor microenvironment caused by aberrant inhibitory signals such as immune checkpoint receptor ligands, PD-L1 [5]. These two mechanisms, the expression of PD-L1 and the down-regulation of HLA class I by tumor cells, are also crucial factors for the tumor development process.
Although defects in HLA class I APM components are known to be associated with a reduced OS in various types of cancer [6], the prognostic value of HLA class I expression in NSCLC is still controversial [7-9]. Only limited data are available on the correlation between the expression of PD-L1 and HLA-I in NSCLC [7].
To better understand the importance of the PD-L1 and HLA class I expression in lung adenocarcinoma (ADC), we investigated their expression in lung ADC by immunohistochemistry (IHC) and correlated with clinicopathologic features including progression-free survival (PFS) and OS.
MATERIALS AND METHODS
Patients and samples
Our cohort consisted of 403 patients with lung ADC who underwent curatively intended surgical resection between May 2003 and December 2012 at Seoul National University Bundang Hospital. None received preoperative chemotherapy or radiation therapy. Clinico-pathological information was obtained from electronic medical records and pathology reports. The pathologic staging was based on the seventh edition of the American Joint Committee on Cancer staging manual [10]. The study protocol was approved by the Institutional Review Board of Seoul National University Bundang Hospital (B-1704/393-303). Informed consent was waived.
Construction of tissue microarray
Hematoxylin and eosin (H&E)–stained slides were reviewed in each case to confirm the original diagnosis and classify the histologic subtype according to 2015 World Health Organization criteria [11]. The slides were independently reviewed by two pathologists (H. Kim and J.H. Chung) to select the most representative sections. The most representative tumor area was carefully marked on the H&E-stained slide of each sample tissue. A tissue microarray (TMA) was constructed using 2-mm diameter cores derived from the representative tumor areas selected at random of the formalin-fixed paraffin-embedded tissue blocks from each case by SuperBioChips Laboratories (Seoul, Korea).
Immunohistochemical analysis
TMAs were sectioned at a thickness of 4-μm and stained using an anti-HLA class I ABC antibody (EMR8-5, ab70328, Abcam, Cambridge, MA, USA). Briefly, the slides were stained with an anti-HLA class I ABC (EMR8-5) mouse monoclonal antibody with Ventana BenchMark XT Staining systems (Tucson, AZ, USA). Expressions of HLA class I was assessed by two pathologists (Y.B. Han and J.H. Chung). The expression level of HLA class I on tumor cells was defined as strongly positive (“retained” expression) when tumor cells for which the membrane was strongly and homogenously stained at the same level as stromal lymphocytes or endothelial cells comprised ≥ 75% of tumor cells (Fig. 1A), weakly positive for 25%–74%, or tumor cells with the membrane stained more weakly than stromal lymphocytes or endothelial cells comprising ≥ 25% (Fig. 1B), and negative when stained cells comprised < 25% (Fig. 1C). Cases with negative or weakly positive staining were judged as representing “reduced” expression.
PD-L1 expression had been evaluated in a previous study with IHC using anti–PD-L1 22C3 mouse monoclonal primary antibody with the EnVision FLEX visualization system on a Dako Autostainer Link 48 system (Carpinteria, CA, USA) [12]. Each tumor cell was judged as positive staining for PD-L1 when the membrane was stained at any intensity. Each patient was classified into “negative” or “positive” according to the percentage of PD-L1 positive tumor cells; two different cut-off values (1% and 50%) used on the basis of the published association of this cutoff with anti–PD-1 therapeutic response (Fig. 1D–F) [13].
Statistical analysis
The chi-square test (or Fisher exact test when appropriate) was used to assess the significance of the association of HLA class I and PD-L1 expression with clinicopathological parameters. A Kaplan-Meier analysis was performed to construct survival curves and statistical significance was assessed using the log-rank test. A multivariate analysis was performed by Cox proportional hazards regression modeling. All statistical tests were two sided and statistical significance was accepted for p-values of < .05. All statistical analysis was carried out using Statistical Package for the Social Sciences ver. 21 (IBM Corp., Armonk, NY, USA).
RESULTS
Clinicopathologic characteristics
The clinicopathological features and IHC results of the patients are summarized in Table 1. There was a female predominance in this cohort (52.6%). The mean age of patients was 65 years (range, 23 to 82 years) with 242 never smokers (60%), 89 exsmokers (22.1%), and 72 current smokers (17.9%). Regarding pathologic stage, 234 patients were stage I (58.1%), 83 were stage II (20.6%), and 86 were (21.3%) stage III.
Table 1.
Characteristic | No. (%) |
---|---|
Age (yr) | |
Median (range) | 65 (23–82) |
Sex | |
Male | 191 (47.4) |
Female | 212 (52.6) |
Smoking statusa | |
Never | 242 (60.0) |
Ex-smoker | 89 (22.1) |
Current | 72 (17.9) |
Differentiationb | |
Well differentiated | 34 (8.4) |
Moderately differentiated | 315 (78.2) |
Poorly differentiated | 54 (13.4) |
Genetic statusc | |
EGFR mutant | 192 (69.1) |
ALK mutant | 20 (7.2) |
KRAS mutant | 16 (5.8) |
EGFR(–)/ALK(–)/KRAS(–) | 50 (18.0) |
Tumor size (cm) | |
Mean (range) | 31.7 (0.8–16.0) |
Pleural invasion | |
Absent | 235 (58.3) |
Present | 168 (41.7) |
Venous invasion | |
Absent | 302 (74.9) |
Present | 101 (25.1) |
Lymphatic invasion | |
Absent | 213 (52.9) |
Present | 190 (47.1) |
Perineural invasion | |
Absent | 380 (94.3) |
Present | 23 (5.7) |
Pathologic stage | |
IA | 127 (31.5) |
IB | 107 (26.6) |
IIA | 64 (15.9) |
IIB | 19 (4.7) |
IIIA | 77 (19.1) |
IIIB | 9 (2.2) |
HLA class I IHC (%) | |
< 25 | 249 (61.8) |
25–74 | 120 (29.8) |
≥ 75 | 34 (8.4) |
PD-L1 IHC (%) | |
< 1 | 338 (83.9) |
1–49 | 42 (10.4) |
≥ 50 | 23 (5.7) |
Total | 403 (100) |
EGFR, epidermal growth factor receptor; ALK, anaplastic lymphoma kinase; HLA, human leukocyte antigen; IHC, immunohistochemistry; PD-L1, programmed death-ligand 1.
Smoking status was defined as follows: never smoker (< 100 cigarettes per lifetime); ex-smoker (≥ 100 cigarettes per lifetime and quit > 1 year prior to the diagnosis); current smoker (≥ 100 cigarettes per lifetime and smoked at the time of lung cancer diagnosis or quit ≤ 1 year prior to the diagnosis);
Differentiation was defined as follows: well differentiated (lepidic predominant); moderately differentiated (acinar or papillary predominant); poorly differentiated (micropapillary or solid predominant);
Genetic status was evaluable for 278 patients.
HLA class I and PD-L1 expression
HLA class I expression was observed in the normal bronchial epithelium, type II pneumocytes and other non-neoplastic cells with membranous staining. In the tumor cells, 34 specimens (8.4%) showed strongly positive membranous expression of HLA class I antigen, 120 specimens (29.8%) with weakly positive expression, and 249 specimens (61.8%) with negative expression. Therefore, HLA class I expression was reduced in 369 patients (91.6%) and retained in 34 patients (8.4%). Reduced HLA-class I expression was more frequently seen in younger age, absence of vascular invasion, and low pathologic stage (p = .033, p = .007, and p = .012, respectively). PD-L1 expression was normally expressed in membranes of the alveolar macrophages and some lymphocytes. In the tumor cells, 65 patients (16.1%) with cutoff value of 1% and 23 patients (5.7%) with cutoff value of 50% showed positive PD-L1 expression. Positive PD-L1 expression (1% cutoff) was associated with poor differentiation, presence of vascular invasion and nodal metastasis (p < .001, p = .002, and p = .032, respectively). In addition, positive PD-L1 expression (1% cutoff) was correlated with epidermal growth factor receptor (EGFR) wild type tumors (p = .003) (Table 2).
Table 2.
Clinicopathologic feature | HLA class I expression |
PD-L1 expression (1% cut-off) |
PD-L1 expression (50% cut-off) |
||||||
---|---|---|---|---|---|---|---|---|---|
Retained (normal) | Reduced (loss) | p-value | Negative (< 1%) | Positive (≥ 1%) | p-value | Negative (< 50%) | Positive (≥ 50%) | p-value | |
Total | 34 (8.4) | 369 (91.6) | 338 (83.9) | 65 (16.1) | 380 (94.3) | 23 (5.7) | |||
Age (yr) | |||||||||
< 65 | 11 (5.5) | 190 (94.5) | .033 | 174 (86.6) | 27 (13.4) | .142 | 191 (95.0) | 10 (5.0) | .527 |
≥ 65 | 23 (11.4) | 179 (88.6) | 164 (81.2) | 38 (18.8) | 189 (93.6) | 13 (6.4) | |||
Sex | |||||||||
Male | 16 (8.4) | 175 (91.6) | .967 | 155 (81.2) | 36 (18.8) | .159 | 176 (92.1) | 15 (7.9) | .078 |
Female | 18 (8.5) | 194 (91.5) | 183 (86.3) | 29 (13.7) | 204 (96.2) | 8 (3.8) | |||
Smoking status | |||||||||
Never | 19 (7.9) | 223 (92.1) | .604 | 206 (85.1) | 36 (14.9) | .402 | 231 (95.5) | 11 (4.5) | .218 |
Ex or current | 15 (9.3) | 146 (90.7) | 132 (82.0) | 29 (18.0) | 149 (92.5) | 12 (7.5) | |||
Differentiation | |||||||||
WD | 2 (5.9) | 32 (94.1) | .422a | 34 (100.0) | 0 | < .001 | 34 (100) | 0 | .008a |
MD | 25 (7.9) | 290 (92.1) | 270 (85.7) | 45 (14.3) | 300 (95.2) | 15 (4.8) | |||
PD | 7 (13.0) | 47 (87.0) | 34 (63.0) | 20 (37.0) | 46 (85.2) | 8 (14.8) | |||
Genetic statusb | |||||||||
EGFR mutant | 17 (8.9) | 175 (91.1) | .860a | 175 (91.1) | 17 (8.9) | .003 | 190 (99.0) | 2 (1.0) | < .001a |
ALK mutant | 1 (5.0) | 19 (95.0) | 17 (85.0) | 3 (15.0) | 18 (90.0) | 2 (10.0) | |||
KRAS mutant | 2 (12.5) | 14 (87.5) | 10 (62.5) | 6 (37.5) | 12 (75.0) | 4 (25.0) | |||
EGFR(–)/ALK(–)/KRAS(–) | 5 (10.0) | 45 (90.0) | 39 (78.0) | 11 (22.0) | 45 (90.0) | 5 (10.0) | |||
Pleural invasion | |||||||||
Negative | 19 (8.1) | 216 (91.9) | .764 | 199 (84.7) | 36 (15.3) | .601 | 224 (95.3) | 11 (4.7) | .294 |
Positive | 15 (8.9) | 153 (91.1) | 139 (82.7) | 29 (17.3) | 156 (92.9) | 12 (7.1) | |||
Vascular invasion | |||||||||
Negative | 19 (6.3) | 283 (93.7) | .007 | 263 (87.1) | 39 (12.9) | .002 | 289 (95.7) | 13 (4.3) | .036 |
Positive | 15 (14.9) | 86 (85.1) | 75 (74.3) | 26 (25.7) | 91 (90.1) | 10 (9.9) | |||
Lymphatic invasion | |||||||||
Negative | 19 (8.9) | 194 (91.1) | .712 | 184 (86.4) | 29 (13.6) | .146 | 206 (96.7) | 7 (3.3) | .027 |
Positive | 15 (7.9) | 175 (92.1) | 154 (81.1) | 36 (18.9) | 174 (91.6) | 16 (8.4) | |||
Perineural invasion | |||||||||
Negative | 30 (7.9) | 350 (92.1) | .118a | 321 (84.5) | 59 (15.5) | .236a | 360 (94.7) | 20 (5.3) | .136a |
Positive | 4 (17.4) | 19 (82.6) | 17 (73.9) | 6 (26.1) | 20 (87.0) | 3 (13.0) | |||
Tumor size (cm) | |||||||||
≤ 3 | 13 (5.4) | 229 (94.6) | .007 | 208 (86.0) | 34 (14.0) | .164 | 233 (96.3) | 9 (3.7) | .035 |
> 3 | 21 (13.0) | 140 (87.0) | 130 (80.7) | 31 (19.3) | 147 (91.3) | 14 (8.7) | |||
N stage | |||||||||
N0 | 19 (6.9) | 256 (93.1) | .106 | 238 (86.5) | 37 (13.5) | .032 | 261 (94.9) | 14 (5.1) | .434 |
≥ N1 | 15 (11.7) | 113 (88.3) | 100 (78.1) | 28 (21.9) | 119 (93.0) | 9 (7.0) | |||
Stage | |||||||||
I | 14 (6.0) | 220 (94.0) | .012 | 204 (87.2) | 30 (12.8) | .079 | 222 (94.9) | 12 (5.1) | .484a |
II | 6 (7.2) | 77 (92.8) | 64 (77.1) | 19 (22.9) | 76 (91.6) | 7 (8.4) | |||
III | 14 (16.3) | 72 (83.7) | 70 (81.4) | 16 (18.6) | 82 (95.3) | 4 (4.7) | |||
Stage I and others | |||||||||
I | 14 (6.0) | 220 (94.0) | .037 | 204 (87.2) | 30 (12.8) | .034 | 222 (94.9) | 12 (5.1) | .555 |
≥ IIa | 20 (11.8) | 149 (88.2) | 134 (79.3) | 35 (20.7) | 158 (93.5) | 11 (6.5) | |||
PD-L1 status (1% cutoff) | |||||||||
Negative | 24 (7.1) | 314 (92.9) | .028 | ||||||
Positive | 10 (15.4) | 55 (84.6) |
p-value was obtained by Fisher exact test;
Genetic status was evaluable for 278 patients.
Survival analysis
At the time of analysis, the median PFS was 36.0 months and the median OS was 65.0 months. During this time, 164 patients (40.7%) suffered tumor recurrence and 90 patients (22.3%) died due to cancer. Survival analysis using Kaplan-Meier and Cox proportional hazards analyses were performed to evaluate the prognostic impact of HLA class I and PD-L1 protein expression. There was no significant difference in OS according to HLA class I status (5-year survival, 81.4% in ‘‘reduced’’ patients vs. 69.3% in ‘‘retained’’ patients; p = .115) (Fig. 2A).
There was no significant difference in OS according to PD-L1 expression status, either. (Fig. 2B). The 5-year OS of PD-L1–positive and PD-L1–negative patients using each cutoff value was 75.4% and 81.3% (cutoff, 1%; p = .423), 78.7% and 80.5% (cutoff, 50%; p = .534), respectively. However, when both markers were analyzed simultaneously, coexpression of HLA class I and PD-L1 (1% cutoff) group (n = 10) had a significantly shorter OS than other groups (5-year survival, 42.0%; p = .009) (Fig. 2C). When analyzed by PD-L1 expression with stratification by HLA class I status, a significantly poor prognosis in PD-L1–positive patients (1% cutoff) was documented only when HLA class I expression was ‘‘retained” (n = 34, p = .043) (Fig. 3A). Among patients with ‘‘reduced’’ HLA class I expression, PD-L1 expression status provided no prognostic impact (p = .828) (Fig. 3B).
In addition, there was no significant difference in PFS according to HLA class I status and PD-L1 status. Multivariate analysis using Cox’s proportional hazards model revealed coexpression of HLA class I and PD-L1 as an independent factor associated with poor prognosis (p < .001; hazard ratio, 6.106; 95% confidence interval, 2.260 to 16.501) (Table 3).
Table 3.
Clinicopathologic variable | Univariate |
Multivariate |
|
---|---|---|---|
p-value | p-value | HR (95% CI) | |
Age | |||
< 65 yr vs ≥ 65 yr | < .001 | < .001 | 2.871 (1.715–4.804) |
Sex | |||
Male vs female | < .001 | ||
Smoking Hx | |||
Never vs ever or current | .025 | .026 | 1.774 (1.073–2.935) |
Differentiation | |||
WD vs MD vs PD | .077 | - | - |
Genetic status | |||
EGFR mutant vs ALK mutant vs KRAS mutant vs wild typea | .179 | - | - |
Pleural invasion | |||
Negative vs positive | < .001 | - | - |
Vascular invasion | |||
Negative vs positive | .002 | - | - |
Lymphatic invasion | |||
Negative vs positive | < .001 | - | - |
Perineural invasion | |||
Negative vs positive | < .001 | - | - |
Tumor size | |||
≤ 3 cm vs > 3 cm | < .001 | - | - |
N category | |||
N0 vs ≥ N1 | < .001 | .122 | 2.143 (0.815–5.632) |
Stage | |||
I vs II vs III | < .001 | .039 | |
I vs II | .294 | 1.732 (0.621–4.827) | |
I vs III | .027 | 3.295 (1.142–9.508) | |
HLA expression | |||
< 75% vs ≥ 75% | .115 | - | - |
PD-L1 expression | |||
< 1% vs ≥ 1% | .423 | - | - |
HLA(+)/PD-L1(+) | |||
Others vs double positive | .001 | < .001 | 6.106 (2.260–16.501) |
ADC, adenocarcinoma; HR, hazard ratio; CI, confidence interval; Hx, history; WD, well differentiated; MD, moderately differentiated; PD, poor differentiated; EGFR, epidermal growth factor receptor; ALK, anaplastic lymphoma kinase; HLA, human leukocyte antigen; PD-L1, programmed death-ligand 1.
Wild type defined as EGFR(–)/ALK(–)/KRAS(–).
DISCUSSION
In this study, we evaluated the expression of HLA class 1 and PD-L1 protein in 403 lung ADCs and investigated the relationship between HLA class 1/PD-L1 protein expression and various clinicopathological factors and molecular characteristics. Our study showed that HLA class I expression was reduced in 91.6%, and positive PD-L1 expression was 16.1% (1% cutoff) in surgically resected lung ADC. On survival analysis, HLA class I or PD-L1 expression alone did not showed any statistical significance. On the integrated analysis, HLA class I (+)/PD-L1 (+) subgroup showed a significant shorter OS than other groups (p = .009). Multivariate analysis revealed that coexpression of HLA class I and PD-L1 was an independent poor prognostic factor of lung ADC (p < .001; hazard ratio, 6.106; 95% confidence interval, 2.260 to 16.501).
The frequency of HLA class I antigen reduction in this cohort seemed to be high compared to other studies for NSCLC (43% to 93.6%) [7-9,14]. Hirai et al. [7] reported that reduced HLA class I expression was observed in 43% of the stage I lung ADC, and they used 20% and 80% cutoff. Ramnath et al. [9] reported that reduced HLA class I expression was observed in 93.6% of the NSCLC patients, and they used 25% and 75% cutoff. CTLs can recognize tumor-specific antigens presented on various types of HLA class I molecules on the tumor [15,16]. As the prerequisite of anti-tumor activity of CTLs is the recognition of immunogenic epitopes presented on HLA class I molecules on the tumor cells, reduced expression of HLA class I molecule in lung ADC is not surprising. However, the prognostic impact of HLA class I molecule expression is highly controversial.
High HLA class I expression had been reported to be associated with a better survival in esophageal cancer, hepatocellular carcinoma and pancreatic cancer [17-19], or poor prognosis in gastric cancer and colorectal cancer [16,20,21], These contradictory results might be explained by multilateral function of HLA class I molecules. As HLA-B/C molecule has been known to act as an inhibitory receptor against natural killer (NK) cells, cancer cells with loss of HLA class I molecule could be attacked by NK cells [15,16]. The prognostic impact of HLA class I molecule expression could be variable depending on the mechanism of activation of the immune system in each organ. In the present study, there was no significant correlation between HLA class I expression status and survival, which may reflect HLA class I antigen’s diverse roles in immune system.
In this cohort, positive PD-L1 expression was associated with poor differentiation, wild type EGFR, presence of vascular invasion and nodal metastasis, which is consistent with previous reports [7,12,22]. However, there was no significant difference between PD-L1 expressions and survival. Even though neither HLA class I nor PD-L1 alone was associated with the clinical outcome of the patients, integrated analysis of revealed that coexpression of HLA class I and PD-L1 was significantly associated with poor OS. While the patients with PD-L1 (+)/HLA class 1 (+) showed worse prognosis, PD-L1 (+)/HLA class 1 (–) group had no significant prognostic impact.
These results might be explained as below.
(1) The tumor cells with retained HLA class I expression can inhibit NK cells and evade immune system by expressing PD-L1. The immunosurveillance of CD8 T cells may be more critical for patients with high HLA class I expression than for patients who express it at a low level. (2) The tumor cells with reduced HLA class I expression may evade immune attack regardless of PD-L1 expression on tumor cells, which may account for the lack of prognostic impact of PD-L1 status. Nevertheless, tumor cells with HLA class I expression can be recognized by CTLs and may evade immune attack by expressing PD-L1, which also may account for the result that PD-L1 positivity was associated with a poor prognosis in tumors with normal HLA class I expression. The exact role of immune mechanism of the HLA class 1 molecule on the pulmonary ADC needs further functional studies. However, we assessed HLA class I status by only anti-HLA class I ABC antibody and the lack of available data concerning clinical response to anti–PD-1/PD-L1 therapy represents a major limitation of our study.
In conclusion, coexpression of HLA class I and PD-L1 was associated with poor prognosis in lung ADC. Because coexpression of HLA class I and PD-L1 was an independent prognostic factor for an extremely poor outcome, postoperative patients with HLA class 1 (+)/PD-L1 (+) should be recommended for short interval follow-up and observation.
Acknowledgments
This study was supported by Research Grants from Seoul National University Bundang Hospital (SNUBH 14-2018-018), NRF Grant funded by the Korean Government (MSIT) (No.2017R1A5A1015626) and the Korea Healthcare Technology R&D Project, Ministry of Health & Welfare, Republic of Korea (HI17C1290).
Footnotes
Author contributions
Conceptualization: JHC.
Data curation: YBH.
Formal analysis: HK, JHC.
Funding acquisition: JHC.
Investigation: YBH.
Methodology: YBH, SYP, ESK, HJK, HK, JHC.
Project administration: JHC.
Resources: JHC.
Supervision: JHC.
Validation: YBH, JHC.
Visualization: YBH, JHC.
Writing—original draft: YBH, JHC.
Writing—review & editing: YBH, SYP, HJK, HK, JHC.
Conflicts of Interest
The authors declare that they have no potential conflicts of interest.
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