Literature DB >> 33241018

Association between IDO activity and prognosis in patients with non-small cell lung cancer after radiotherapy.

Yaoyao Zhu1,2, Chenxue Jiang1, Yuanjun Liu1,2, Yefei Li1, He Wu2, Jianguo Feng3, Yaping Xu1,2.   

Abstract

BACKGROUND: Indoleamine 2,3-dioxygenase (IDO), a limiting enzyme in the IDO/kynurenine (Kyn) pathway, converts tryptophan (Trp) into Kyn, and plays a significant role in immune suppression and tumor immune evasion. This study aimed to investigate the association between IDO activity and clinical outcomes in non-small cell lung cancer (NSCLC) patients who underwent radiotherapy (RT).
METHODS: Serum Kyn and Trp levels were measured in 104 NSCLC patients by high-performance liquid chromatography at baseline, and the following RT. The correlation between IDO activity, as computed by Kyn: Trp ratios and survival was estimated using Kaplan-Meier curves. Cox proportional hazard models are used in the univariate and multivariate analyses.
RESULTS: Both the Kyn levels and Kyn:Trp ratios were reduced after RT at a biologically equivalent dose (BED) of <70 Gy, while these increased at a BED of ≥70 Gy. Post/pre-Kyn levels were positively correlated with an objective response. Patients with a higher Kyn:Trp ratio pre-RT had the worse median progression-free survival (mPFS, 13.5 vs. 24.5 months, P=0.049). Higher post/pre-Kyn:Trp ratios were correlated with improved median overall survival (mOS, 23.8 months vs. not reached, P=0.032). On the multivariate analysis, pre-RT Kyn:Trp and post/pre-Kyn:Trp ratios remained as independent predictive factors for PFS and OS, respectively.
CONCLUSIONS: It was proved that RT could alter IDO-mediated immune activity and establish strong correlations between IDO activity and survival outcomes in NSCLC patients treated with RT. These present findings suggest that the profiling of IDO activity might allow for the prompt adjustment of RT doses and better predict patient response to RT. 2020 Annals of Translational Medicine. All rights reserved.

Entities:  

Keywords:  Indoleamine 2,3-dioxygenase activity (IDO activity); non-small cell lung cancer (NSCLC); prognosis; radiotherapy-induced immune response

Year:  2020        PMID: 33241018      PMCID: PMC7576049          DOI: 10.21037/atm-20-5634

Source DB:  PubMed          Journal:  Ann Transl Med        ISSN: 2305-5839


Introduction

The morbidity and mortality rate of lung cancer is still the highest among all cancers, regardless of the number of therapeutic advances (1). The increase in tumor immunotherapy in recent years has revolutionized treatment strategies for lung cancer patients. However, merely approximately 20–40% of patients show an effective response to immunotherapy (2). Radiation therapy may activate a patient’s antitumor immune response in various potential ways by reshaping the patient’s immune and tumor microenvironment. Studies have shown that radiotherapy (RT) combined with immunotherapy, can generate synergistic effects to enhance the antitumor immune response. The results of the landmark clinical trial represented by the PACIFIC study (3) unveiled the prelude of RT combined with immunotherapy in non-small cell lung cancer (NSCLC), suggesting that the optimized combination therapy mode eliminates metastasis and significantly prolongs overall survival (OS). At present, multiple immune regulatory targets are being investigated, including indoleamine 2,3-dioxygenase (IDO). IDO is a crucial enzyme in the conversion of tryptophan (Trp) to kynurenine (Kyn) outside the liver. Since Kyn is the primary metabolite of Trp metabolism, the plasma Kyn:Trp ratio is used to monitor IDO activity (4). Previous studies have shown that IDO plays a role in immune checkpoints in cancer and chronic inflammatory diseases (5). Lung cancer cells often over-express IDO mRNA (6). Clinical studies have shown that elevated IDO activity is associated with poor prognosis in patients with lung cancer (7,8). Furthermore, it has been reported that augmented Trp catabolism and, consequently, high serum Kyn concentrations are associated with more advanced tumors, chemotherapy resistance, and decreased survival in NSCLC (7,9). The high expression of IDO in tumor cells and antigen-presenting cells can reduce Trp levels in the tumor microenvironment, and increase the level of urine, which regulates reactive oxygen species, general control, nonderepressible-2 kinase, and other molecules. Consequently, this leads to the inhibition of CD8+ T effector cells and natural killer cells, and the activation of CD4+ T regulatory cells and myeloid-derived suppressor cells (10-12), which assist tumor cells in escaping immunosurveillance. However, it is still unclear how IDO-mediated immune activity changes after RT in NSCLC patients and whether these changes influence patient survival. In the present study, it was hypothesized that IDO activity could be altered by RT, which would affect survival in patients with NSCLC. The IDO-mediated immune activity was evaluated by quantifying the molecules associated with IDO checkpoints before and after RT. Furthermore, the association between the changes in IDO activity and patient survival was explored under different radiation doses. We present the following article in accordance with the REMARK reporting checklist (available at http://dx.doi.org/10.21037/atm-20-5634).

Methods

Patient and treatment

All procedures performed in this study involving human participants were in accordance with the Declaration of Helsinki (as revised in 2013). The Ethics Review Committee approved this retrospective study of Zhejiang Cancer Hospital. All patients provided written informed consent before therapy. The study population formed of 104 NSCLC patients who were pathologically or cytologically diagnosed with NSCLC between April 2014 and November 2017. All patients received conventional radiotherapy (CRT) or stereotactic body radiation therapy (SBRT). The gross tumor volume (GTV) images include the primary tumor and metastatic lymph nodes. For the patients receiving CRT, the clinical target volume (CTV) was 6–8 mm outward for the corresponding GTV, according to the pathological tumor type [squamous: 6 mm, adenocarcinoma: 8 mm; repairing correctly according to the structure of the organ at risk (OAR)]. The planning target volume (PTV) resulted from the expansion of the GTV by 4 mm. For the patients receiving SBRT, ITV was contoured following GTV and edited at the lung window 4D-CT base to contain the tumor’s full movement. A 0.5 cm expansion defined the PTV from the ITV. The dose prescription was set at 100%, 99%, and 95% of the composite GTV, ITV, and PTV, respectively, receiving the prescribed dose. CRT was delivered at the total dose was 60–70 Gy/30–35 fractions/6–7 weeks. SBRT was delivered at the total dose was 48–64 Gy/6–8 fractions/2–3 weeks.

Follow-up and sample collection

Patients were evaluated weekly during the RT and were routinely followed up approximately every three months for the first year, every six months for the second year, and annually after that. Clinical data were collected, including age, gender, smoking history, histology, clinical-stage, Eastern Cooperative Oncology Group (ECOG), performance status (PS), biologically effective dose (BED), and chemotherapy regimens. The follow-up included blood routine, contrast-enhanced computed tomography (CE-CT) of the chest and abdomen, ultrasonography of the neck and clavicular lymph nodes, comprehensive metabolic panel, and lung tumor biomarkers. The review of distant metastases included a brain magnetic resonance imaging (MRI) and bone scan, which was reviewed annually. Also, 5 mL of peripheral venous blood samples were collected from patients before RT, and at one week after RT. The serum was collected and stored at −80 °C.

Measurement of serum Trp and Kyn

Serum Trp and Kyn levels were measured using high-performance liquid chromatography (HPLC) by the Dionex UltiMate 3000 HPLC system (Dionex, Sunnyvale, CA, USA). A Thermo Hypersil Gold (100×2.1 mm, 1.9 µm) was used with a flow rate of 0.2 mL·min−1. The injection volume was 20 µL, and the column temperature was supported Cat 25 °C. Then, 0.5 mL of serum samples were deproteinized using equal volumes of 5% perchloric acid solution, vortex-mixed and centrifuged at 10,000 rpm for then minutes. Afterward, 20 µL of the clean upper layer was injected into the chromatographic system. After that, serum Kyn was detected on a UV channel at 360 nm, and Trp was detected on a UV channel at 278 nm. Each sample was analyzed in triplicate, and the mean concentrations of these samples were recorded. For quality control purposes, triplicate testing verifies the analytic coefficients of variation to be less than 5%.

Statistical analysis

The OS was defined as the time from the first day of RT to the date of death or last follow-up. Progression-free survival (PFS) was defined as the time from the first day of RT to the date of cancer progression, death, or last follow-up. The Kaplan-Meier log-ranking test was applied to compare the survival difference between groups. Variables were incorporated into the final multivariate analysis according to clinical relevance and statistical significance on the univariate analysis (cutoff, P<0.15). The multivariate Cox proportional hazard model was used to estimate the hazard ratio (HR) with a 95% confidence interval (95% CI). The IDO checkpoint-associated molecules from different time points are compared using an unpaired Student’s t-test. All statistical analyses were performed using IBM SPSS Statistics 23.0 (IBM, Inc., NY, USA). The scattered plot figures for the IDO dynamic changes were generated using GraphPad Prism 8 (GraphPad Software Inc., San Diego, CA, USA).

Results

Study population and clinical outcomes

The 104 NSCLC patients in the present study (86 males and 18 females) had a median age of 66 years old (range, 42–88 years old). The median follow-up period for all patients was 20.8 months (range, 1.4–55.1 months). All 104 patients (100%) received RT, while 53 patients (51%) received platinum-based chemotherapy. presents patient demographics and clinical features. The median OS and PFS were 33.7 (95% CI, 20.2–47.2) and 18.9 (95% CI, 12.4–25.3) months, respectively. Peripheral blood samples were collected from all patients before RT. Peripheral blood samples after RT were collected from 84 patients.
Table 1

Univariate cox regression analysis for progression-free survival and overall survival for the clinicopathologic features of 104 patients

Clinical factorsPatients (n)PFSOS
HR (95% CI)P valueHR (95% CI)P value
Gender0.053
   Male861.001.00
   Female180.64 (0.30–1.34)0.2310.31 (0.10–1.02)
Age (years)0.436
   <65431.001.00
   ≥65610.88 (0.53–1.47)0.6250.79 (0.43–1.44)
Smoking (pack-year)0.084
   <30331.001.00
   ≥30710.99 (0.58–1.70)0.9801.864 (0.92–3.78)
ECOG0.197
   0461.001.00
   1581.29 (0.779–2.139)0.3231.49 (0.81–2.73)
Location type0.423
   Central type311.001.00
   Peripheral type730.667 (0.395–1.126)0.1290.77 (0.41–1.45)
Histology
   Squamous cell carcinoma511.000.4581.000.021
   Adenocarcinoma431.388 (0.571–3.372)0.4130.45 (0.23–0.87)0.018
   No specific type101.051 (0.425–2.598)0.2600.35 (0.12–1.02)0.055
Stage0.002
   I–II421.001.00
   III–IV622.406 (1.380–4.195)0.0023.102 (1.52–6.33)
BED0.032
   <70161.001.00
   ≥70880.594 (0.308–1.144)0.1190.45 (0.21–0.93)
Chemotherapy0.019
   No511.001.00
   Yes531.62 (0.97–2.72)0.0652.12 (1.13–3.96)

PFS, progression-free survival; OS, overall survival; HR, hazard ratio; CI, confidence interval; ECOG, Eastern Cooperative Oncology Group; BED, Biological effective dose.

PFS, progression-free survival; OS, overall survival; HR, hazard ratio; CI, confidence interval; ECOG, Eastern Cooperative Oncology Group; BED, Biological effective dose.

Dynamics of Kyn levels and Kyn:Trp ratios at different radiation doses

Serum Kyn levels () and Kyn:Trp ratios () were measured at pre-RT, post-RT with BED <70 Gy, and post-RT with BED ≥70 Gy. There were no significant changes in serum Kyn concentrations or Kyn:Trp ratios observed between pre-RT and post-RT with BED <70 Gy, and both parameters significantly increased following RT with BED ≥70 Gy.
Figure 1

Dynamic changes of IDO-associated molecular activity. (A) The plot reveals the individual and mean activity levels for kynurenine. (B) The Kyn:Trp ratio at pre-RT and post-RT under different BED. Bars: median, standard deviation. The P values were calculated using the unpaired Student’s t-tests. IDO, indoleamine 2,3-dioxygenase; Trp, tryptophan; Kyn, kynurenine; RT, radiotherapy; BED, biologically equivalent doses.

Dynamic changes of IDO-associated molecular activity. (A) The plot reveals the individual and mean activity levels for kynurenine. (B) The Kyn:Trp ratio at pre-RT and post-RT under different BED. Bars: median, standard deviation. The P values were calculated using the unpaired Student’s t-tests. IDO, indoleamine 2,3-dioxygenase; Trp, tryptophan; Kyn, kynurenine; RT, radiotherapy; BED, biologically equivalent doses.

IDO biomarkers and survival outcomes

On the univariate analysis, multiple clinicopathologic features revealed significant correlations with PFS and OS (). Specifically, an earlier stage (P=0.002) was associated with better PFS (). Adenocarcinoma histology (P=0.018), earlier stage (P=0.002), higher BED (P=0.032), and chemotherapy (P=0.019) revealed significant correlations with improved OS (). Next, the association between IDO activity and patient survival outcomes was carefully analyzed. With the median as the cutoff, patients with high post/pre-RT Kyn levels had increased objective response rates (ORRs; 64.29% vs. 40.48%, P=0.029; ). Similarly, these high post/pre-RT Kyn:Trp ratios correlated with better OS (HR =2.02, 95% CI, 1.06–3.84; log-ranking P=0.032; ). Furthermore, the high Kyn:Trp ratios at pre-RT correlated with shortened PFS (HR =1.65, 95% CI, 1.00–2.73; log-ranking P=0.049; , ), and the trend towards worse OS (HR =1.58, 95% CI, 0.87–2.87; log-rank P=0.131; , ). Serum Kyn levels at pre-RT had no significant associations with OS (P=0.287) or PFS (P=0.200) (). However, neither the post-RT serum Kyn levels nor the Kyn:Trp ratios predicted the changes in OS or PFS.
Table 2

Association between IDO activity and ORR

ORRPost/Pre KynχP value
1a2a
Ob25154.7730.029
1b1727

1a, Post/Pre Kyn ≤ median; 2a, Post/Pre Kyn > median pre-RT; Ob, stable disease or progression; 1b, partial response or complete response. IDO, indoleamine 2,3-dioxygenase; ORR, objective response rate; Kyn, kynurenine.

Table 3

Associations between IDO activity and changes with progression-free survival and overall survival of NSCLC

TimepointsIDO activitiesPatients (n)PFSOS
Progression n (%)mPFS (months)P valueDeath n (%)mOS (months)P value
Pre-RT (n=104)Kynurenine0.2000.287
≤ Median5225 (48.1)26.818 (34.6)30.3
> Median5237 (71.2)14.326 (50.0)33.7
Kyn:Trp ratio0.0490.131
≤ Median5225 (48.1)24.517 (32.7)Not reached
> Median5237 (71.2)13.527 (51.9)26.8
Post-RT (n=84)Kynurenine0.5000.598
≤ Median4221 (50.0)18.916 (38.1)Not reached
> Median4229 (69.0)19.522 (52.4)30.2
Kyn:Trp ratio0.6930.401
≤ Median4224 (57.1)16.120 (47.6)23.7
> Median4226 (61.9)19.518 (42.9)Not reached
Post/Pre (n=84)Kynurenine0.8790.414
≤ Median4225 (59.5)16.121 (50.0)30.2
> Median4225 (59.5)19.917 (40.5)Not reached
Kyn:Trp ratio0.0840.032
≤ Median4228 (66.7)12.324 (57.1)23.8
> Median4222 (52.4)29.114 (33.3)Not reached

IDO, indoleamine 2,3-dioxygenase; NSCLC, non-small cell lung cancer; PFS, progression-free survival; OS, overall survival; mPFS, median progression-free survival; mOS, median overall survival; Kyn, kynurenine; Trp, tryptophan; RT, radiotherapy.

Figure 2

Baseline IDO-mediated immune activity and treatment outcomes. (A) The pre-RT Kyn:Trp ratio for progression-free survival. (B) The pre-RT Kyn:Trp ratio for overall survival. IDO, indoleamine 2,3-dioxygenase; RT, radiotherapy; Trp, tryptophan; Kyn, kynurenine; CI, confidence interval.

1a, Post/Pre Kyn ≤ median; 2a, Post/Pre Kyn > median pre-RT; Ob, stable disease or progression; 1b, partial response or complete response. IDO, indoleamine 2,3-dioxygenase; ORR, objective response rate; Kyn, kynurenine. IDO, indoleamine 2,3-dioxygenase; NSCLC, non-small cell lung cancer; PFS, progression-free survival; OS, overall survival; mPFS, median progression-free survival; mOS, median overall survival; Kyn, kynurenine; Trp, tryptophan; RT, radiotherapy. Baseline IDO-mediated immune activity and treatment outcomes. (A) The pre-RT Kyn:Trp ratio for progression-free survival. (B) The pre-RT Kyn:Trp ratio for overall survival. IDO, indoleamine 2,3-dioxygenase; RT, radiotherapy; Trp, tryptophan; Kyn, kynurenine; CI, confidence interval. On the multivariate analysis, taking into consideration the clinicopathologic features, it was found that higher pre-RT Kyn:Trp ratios (HR =1.74, 95% CI, 1.00–3.03, log-ranking P=0.049; ) were associated with shortened PFS, while a higher post/pre-RT Kyn:Trp ratio (HR =0.48, 95% CI, 0.24–0.99, P=0.045; ) was an independent prognostic factor for better OS.
Table 4

Multivariate cox regression analysis for progression-free survival and overall survival with the clinicopathologic features

Clinical factorsPFS (n=104)OS (n=84)
HR (95% CI)P valueHR (95% CI)P value
Gender0.038
   Male1.00
   Female0.11 (0.01–0.88)
Smoking (pack-year)0.4770.891
   <301.001.00
   ≥300.80 (0.43–1.48)0.93 (0.35–2.48)
Location type0.610
   Central type1.00
   Peripheral type1.19 (0.62–2.28)
Histology
Squamous cell carcinoma1.000.7361.000.290
   Adenocarcinoma0.97 (0.51–1.83)0.9180.52 (0.23–1.20)0.125
   No specific type0.68 (0.25–1.87)0.4520.59 (0.14–2.46)0.458
Stage0.0090.025
   I–II1.001.00
   III–IV2.68 (1.28–5.62)3.78 (1.18–12.09)
BED0.5590.352
   <701.001.00
   ≥700.79 (0.43–1.48)0.67(0.28–1.57)
Chemotherapy0.7450.282
   No1.001.00
   Yes0.88 (0.41–1.89)0.56(0.19–1.62)
Pre Kyn:Trp ratio0.049
   ≤ Median1.00
   > Median1.74 (1.00–3.03)
Post/Pre Kyn:Trp ratio0.045
   ≤ Median1.00
   > Median0.48 (0.24–0.99)

PFS, progression-free survival; OS, overall survival; HR, hazard ratio; CI, confidence interval; BED, biologically effective dose; Kyn, kynurenine; Trp, tryptophan.

PFS, progression-free survival; OS, overall survival; HR, hazard ratio; CI, confidence interval; BED, biologically effective dose; Kyn, kynurenine; Trp, tryptophan.

Discussion

In the present study, the following was revealed: (I) IDO activity, as represented by the Kyn:Trp ratio, did not significantly change, albeit a slight decrease, after RT with BED <70 Gy, but this significantly increased at BED ≥70 Gy; (II) IDO activity at baseline significantly correlated with PFS; (III) post/pre-Kyn levels significantly correlated with ORR; (IV) post/pre-Kyn:Trp ratios significantly correlated with OS. These results support the present initial hypothesis that RT can alter IDO-mediated immune activity. The present data revealed that the effect of RT on IDO immune activity was dose-dependent. These results were in line with the findings reported by Wang et al., which revealed that Kyn:Trp ratio and Kyn concentration reduced in the initial phase of RT (lower doses), while both increased after high doses of RT (13). However, the underlying mechanism is still unclear. It was speculated that low doses of RT were not sufficient to produce maximal immune activation. Nevertheless, high doses of RT could potentially damage normal tissues and the immune system, and thereby counteract the benefits of RT (14). Indeed, no significant change in serum Kyn concentrations or Kyn:Trp ratios were observed between pre-RT and post-RT with BED <70 Gy, while both parameters significantly increased following RT with BED ≥70 Gy. Therefore, finding the best RT dose that activates antitumor immunity, without causing excessive immune depletion, would be necessary. Further studies are needed to explore potential mechanisms and perfect the RT dose with maximal immune response. IDO activity could serve as a marker to check RT-induced immune activity and allow for the prompt adjustment of RT doses. Consistent with previous studies that reported the immune status of IDO as a potential predictor of chemotherapy or immunotherapy response (9,15), it was found that the low activity of IDO, that is, the low Kyn:Trp ratio (favorable baseline), was significantly associated with better PFS, and this was in agreement with the results reported by Wang et al. (13). The present study demonstrated that IDO activity at baseline is an important and independent prognostic biomarker for NSCLC patients treated with RT. Also, the present study unveiled the relationship between the dynamics of IDO activity and patient outcomes. Importantly, post/pre-RT Kyn levels and post/pre-RT Kyn:Trp ratios were significantly correlated with ORR and OS, respectively. Consequently, IDO may serve as an important target for anticancer agents. At present, multiple clinical trials using various IDO inhibitors are being conducted (16). A trial study (NCT01219348) that used an IDO peptide vaccine in patients with stage III-IV NSCLC after standard chemotherapy produced promising results with no severe toxicity (17). Multiple phases 1/2 trials that involve IDO inhibitors have revealed encouraging outcomes with improved patient response to anti-PD1 immune checkpoint therapies. However, the results from ECHO-301, the first substantial phase 3 trial that evaluated epacadostat, an IDO1-selective enzyme inhibitor, in combination with pembrolizumab, an anti-PD1 antibody, in advanced melanoma, did not indicate the addition of epacadostat resulted in an increased benefit. Several caveats were associated with this failed trial (18). First, it is still uncertain whether the IDO was inhibited. Second, the selective IDO1 blockade was insufficient to relieve tumor immunosuppression durably. Hence, other potential compensatory mechanisms need to be considered. At present, the inhibition of the Trp-Kyn-AhR pathway is still as an attractive therapeutic target. Preclinical models have revealed the heightened activity of the Trp-Kyn-AhR pathway was associated with the impairment of antitumor immunity and tumor growth (19,20). Despite the uncertainty on selective-IDO1 inhibition, there is sufficient preclinical evidence for Trp-Kyn-AhR pathway inhibitors in enhancing antitumor immunity and controlling tumor growth (21). Despite the advances in delivery techniques, NSCLC has displayed suboptimal outcomes following RT. A solution to improve patient prognosis is multidisciplinary therapy. Animal studies suggested that a novel triple therapy consisting of local RT, systemic IDO blockade, and intratumoral CpG was well tolerated, and reduced intratumoral immunosuppression, producing robust systemic antitumor effects (22). IDO inhibitor in combination with RT could delay tumor growth by reversing T cell exhaustion (23). However, the key problems with the combination of RT and IDO inhibitors, or other immunotherapeutic drugs, are the optimization of RT regimens and the identification of the best time to give the IDO inhibitors. Given the non-invasiveness of blood biomarkers, these could provide ongoing snapshots of the disease during treatment (24). Blood biomarkers can be used to predict the effects of cancer treatment, providing an early warning of possible recurrence and the status of organs at risk during RT (25). The present study, which involved the blood biomarkers of IDO activity, might be clinically useful as a guide for comprehensive multidisciplinary treatment. There are still some limitations to the present study. First, the number of samples was moderate, especially for the BED <70 Gy group. The results should to be proved by a large sample prospective study. Second, this study only detected IDO activity before RT, and at one week after RT. Future studies should measure the IDO activity at various time points during RT. Third, earlier studies have shown that chemotherapy and IDO inhibitors have synergistic effects in promoting clinical responses, which might be a confounding effect. Lastly, the serum Kyn:Trp ratio cannot fully stand for the activity of IDO. Other catabolizing enzymes that convert Trp to Kyn exist, including Trp 2,3-dioxygen-ase (IDO2). These enzymes might also contribute to the production of Kyn.

Conclusions

It was found that RT alters IDO-mediated antitumor immune activity. Baseline Kyn:Trp ratios strongly correlate with PFS. Furthermore, post/pre-RT Kyn levels and Kyn:Trp ratios correlate with ORR and OS, respectively. However, despite the moderate sample size, the present study shows that assaying for IDO activity could prevent excessive RT and represent an easily assessable biomarker in determining the optimal individualized RT dose for each patient. The article’s supplementary files as
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Journal:  Front Oncol       Date:  2022-07-18       Impact factor: 5.738

4.  Dynamic change of IDO1 activity predicts survival in patients with unresectable stage III NSCLC and chemoradiotherapy.

Authors:  Linfang Wu; Daquan Wang; Yanhua Chen; Mingmin Qian; Xin Xu; Tao Zhang; Nan Bi; Luhua Wang
Journal:  Front Immunol       Date:  2022-08-10       Impact factor: 8.786

5.  Tobacco carcinogen induces tryptophan metabolism and immune suppression via induction of indoleamine 2,3-dioxygenase 1.

Authors:  Fan Liang; Gui-Zhen Wang; Yan Wang; Ya-Ning Yang; Zhe-Sheng Wen; Dong-Ni Chen; Wen-Feng Fang; Bin Zhang; Lu Yang; Chen Zhang; Si-Chong Han; Fu-Ying Yang; Di Wang; Li-Jun Liang; Zheng Wang; Yong Zhao; Chang-Li Wang; Li Zhang; Guang-Biao Zhou
Journal:  Signal Transduct Target Ther       Date:  2022-09-07
  5 in total

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