Kevin Chih-Yang Huang1,2, Shu-Fen Chiang3,4, Tsung-Wei Chen5,6, William Tzu-Liang Chen7,8, Pei-Chen Yang3, Tao-Wei Ke9, K S Clifford Chao10,11. 1. Department of Biomedical Imaging and Radiological Science, China Medical University, Taichung, 40402, Taiwan. 2. Translation Research Core, China Medical University Hospital, China Medical University, Taichung, 40402, Taiwan. 3. Cancer Center, China Medical University Hospital, China Medical University, Taichung, 40402, Taiwan. 4. Lab of Precision Medicine, Feng-Yuan Hospital, Taichung, 42055, Taiwan. 5. Department of Pathology, Asia University Hospital, Taichung, 41354, Taiwan. 6. Graduate Institute of Biomedical Science, China Medical University, Taichung, 40402, Taiwan. 7. Department of Colorectal Surgery, China Medical University HsinChu Hospital, China Medical University, HsinChu, 302, Taiwan. 8. Department of Colorectal Surgery, China Medical University Hospital, China Medical University, Taichung, 40402, Taiwan. 9. Department of Colorectal Surgery, China Medical University Hospital, China Medical University, Taichung, 40402, Taiwan. ketaowei@gmail.com. 10. Cancer Center, China Medical University Hospital, China Medical University, Taichung, 40402, Taiwan. d94032@mail.cmuh.org.tw. 11. Shool of Medicine, China Medical University, Taichung, 40402, Taiwan. d94032@mail.cmuh.org.tw.
Abstract
Colorectal cancer (CRC) is the leading cause of cancer-related mortality worldwide. Although the role of tumor programmed cell death 1 ligand 1 (PD-L1) in suppressing antitumor immunity has been validated in various malignances, the impact of PD-L2 (PD-L2/PDCD1LG2) within tumors remains elusive. Here, we examined tumor PD-L2 expression by immunohistochemical analysis and assessed its association with clinicopathological characteristics and the infiltration of intratumoral T lymphocytes in colon carcinoma patients (n = 1264). We found that tumor PD-L2 status was correlated with perineural invasion (PNI) and associated with survival outcome in colon carcinoma patients. The level of tumor PD-L2 was positively associated with tumor PD-L1 expression but inversely associated with the density of CD8+ tumor-infiltrating lymphocytes (TILs). Patients with elevated tumor PD-L2 levels had a favorable 5-year overall survival (OS) compared to patients with low PD-L2 levels (57% vs 40%, p < 0.001), especially in advanced stage colon carcinoma patients. Low tumor PD-L2 expression was associated with an increased 5-year OS risk among advanced stage colon carcinoma patients by univariate analysis [hazard ratio (HR) = 1.69, 95% CI 1.324-2.161, p < 0.001] and multivariate analysis [HR = 1.594, 95% CI 1.206-2.106, p = 0.001]. Moreover, tumor PD-L2 expression was inversely associated with the lymphocytic reaction in advanced stage colon carcinoma, suggesting that PD-L2 may be upregulated by a compensatory mechanism to inhibit T cell-mediated anticancer immunity. Taken together, these results show that tumor PD-L2 expression may be an independent prognostic factor for survival outcome in patients with advanced stage colon carcinoma.
Colorectal cancer (CRC) is the leading cause of cancer-related mortality worldwide. Although the role of tumorprogrammed cell death 1 ligand 1 (PD-L1) in suppressing antitumor immunity has been validated in various malignances, the impact of PD-L2 (PD-L2/PDCD1LG2) within tumors remains elusive. Here, we examined tumorPD-L2 expression by immunohistochemical analysis and assessed its association with clinicopathological characteristics and the infiltration of intratumoral T lymphocytes in colon carcinomapatients (n = 1264). We found that tumorPD-L2 status was correlated with perineural invasion (PNI) and associated with survival outcome in colon carcinomapatients. The level of tumorPD-L2 was positively associated with tumor PD-L1 expression but inversely associated with the density of CD8+ tumor-infiltrating lymphocytes (TILs). Patients with elevated tumorPD-L2 levels had a favorable 5-year overall survival (OS) compared to patients with low PD-L2 levels (57% vs 40%, p < 0.001), especially in advanced stage colon carcinomapatients. Low tumorPD-L2 expression was associated with an increased 5-year OS risk among advanced stage colon carcinomapatients by univariate analysis [hazard ratio (HR) = 1.69, 95% CI 1.324-2.161, p < 0.001] and multivariate analysis [HR = 1.594, 95% CI 1.206-2.106, p = 0.001]. Moreover, tumorPD-L2 expression was inversely associated with the lymphocytic reaction in advanced stage colon carcinoma, suggesting that PD-L2 may be upregulated by a compensatory mechanism to inhibit T cell-mediated anticancer immunity. Taken together, these results show that tumorPD-L2 expression may be an independent prognostic factor for survival outcome in patients with advanced stage colon carcinoma.
Colorectal cancer (CRC) is the leading cause of cancer-related mortality worldwide, representing approximately 10% of cancer cases[1]. Despite advances in treatment for CRCpatients, a remarkable proportion of CRCpatients still develop tumor relapse, such as local recurrence (LR) and distant metastasis (DM), within 5 years after curative surgery[2,3]. Moreover, the survival of advanced-stage CRC is poor even when patients receive adjuvant chemotherapy. Thus, novel therapeutic strategies, such as immunotherapy strategies, need to be developed to improve the survival outcome of CRCpatients.The development and progression of CRC are triggered in a stepwise-manner by many genetic mutations in cancer cells as well as host-tumor interactions within the tumor microenvironment (TME)[4,5]. Anti-cancer immunity is indispensable for the surveillance and destruction of tumors; however, accumulating evidence indicates that immune checkpoint mechanisms downregulate anti-cancer immunity and lead to immune evasion within the TME[6]. Recently, antibodies targeting the immune checkpoint protein programmed cell death receptor 1 (PD1) and its ligand programmed cell death 1 ligand 1 (PD-L1/CD274) have clinically improved the survival outcomes in several malignances[7-9]. The therapeutic responses to immune checkpoint blockade are influenced by the molecular characteristics, immune cell profiles and tumor PD-L1 expression within the TME[4,10-13]. Although the infiltration of T lymphocytes is correlated with improved outcomes in CRC, the degree of T lymphocyte infiltration is determined by tumor antigens and tumor molecular characteristics such as microsatellite instability (MSI)[13-15]. Infiltrating T lymphocytes, such as cytotoxic CD8+ T cells, may induce adaptive immunity resistance by upregulating PD-L1 via effects on IFNγ to inhibit anti-tumor immunity[11,16]. However, the function of PD-L2 (PDCD1 ligand 2, PDCD1LG2), the other ligand for PD1, within the TME remains mostly unknown. A few reports have suggested that PD-L2 may be implicated in the induction of immune tolerance under physiological and pathological conditions[17,18] and promote CD8+ T cell-mediated anti-tumor immunity[19].In this study, we examined the relationship between tumorPD-L2 expression and clinicopathological characteristics, such as DNA mismatch repair status as well as immune cell profiles, and elucidated the prognostic value of tumorPD-L2 expression in colon carcinomas. We found that patients with elevated tumorPD-L2 levels had favorable 5-year survival outcomes in advanced stage colon carcinoma compared with patients with low tumorPD-L2 expression, which is consistent with the results from The Cancer Genome Atlas (TCGA)[20], especially in patients who received chemotherapy. Encouragingly, we found that tumorPD-L2 status was inversely correlated with the density of intratumoral CD8+ TILs, suggesting that the level of PD-L2 was not mainly induced by IFN-γ from CD8+ TILs but by other cytokines within the tumor microenvironment. These findings indicate that PD-L2 may be an independent prognostic factor for advanced stage colon carcinomapatients.
Materials and methods
Patient characteristics
Colon carcinomapatients (n = 1264; stage I: 175, stage II: 456, stage III: 406, and stage IV: 227) who underwent surgery at the Department of Colorectal Surgery of China Medical University Hospital between 2006 and 2014 were enrolled in this study (Table 1). The average age of the patients was 63.1 years, with a range of 23 to 93 years. Postoperative pathohistological analysis was performed before enrollment in this study, and patients were classified according to the tumor-node-metastasis staging system (AJCC 7th edition staging). A postoperative chemotherapeutic regimen was recommended for high-risk stage II patients and lymph node metastasis stage III patients identified in surgical specimens according to the status of the patients (Table S1).
Table 1
Tumor characteristics in colon carcinoma patient (n = 1264).
Clinicopathological parameters
Total no.
Tumor PD-L2
p value
High
Low
1264
390
874
Sex
0.513
Female
579 (45.8%)
184 (47.2%)
395 (45.2%)
Male
685 (54.2%)
206 (52.8%)
479 (54.8%)
Age
0.024*
< 65
598 (47.3%)
166 (42.6%)
432 (49.4%)
≥ 65
666 (52.7%)
224 (57.4%)
442 (50.6%)
Tumor location
0.052
Proximal colon
575 (45.6%)
161 (41.3%)
414 (47.3%)
Distal colon
677 (53.5%)
224 (57.6%)
453 (51.8%)
Unspecified
12 (0.9%)
5 (1.3%)
7 (0.9%)
Pathological TNM stage
< 0.001*
Stage I
175 (13.8%)
44 (11.3%)
131 (15.0%)
Stage II
456 (36.1%)
150 (38.5%)
306 (35.0%)
Stage III
406 (32.1%)
150 (38.5%)
256 (29.3%)
Stage IV
227 (18.0%)
46 (11.8%)
181 (20.7%)
Lymphovascular invasion (LVI)
0.213
Absent
596 (47.2%)
194 (49.7%)
402 (46.0%)
Present
662 (52.4%)
194 (49.7%)
468 (53.5%)
Unknown
6 (0.5%)
2 (0.5%)
4 (0.5%)
Perineural invasion (PNI)
< 0.001*
Absent
757 (59.9%)
201 (50.1%)
556 (63.6%)
Present
499 (39.5%)
186 (47.7%)
313 (35.8%)
Unknown
8 (0.6%)
3 (0.8%)
5 (0.6%)
Tumor differentiation
0.451
Well to moderate
1233 (97.5%)
383 (98.2%)
850 (97.3%)
Poor
10 (0.8%)
2 (0.5%)
8 (0.9%)
Unknown
21 (1.7%)
5 (1.3%)
16 (1.8%)
MMR status
< 0.001*
MMR-proficient
1167 (92.3%)
385 (98.7%)
782 (89.5%)
MMR-deficient
96 (7.6%)
5 (1.3%)
91 (10.4%)
NA
1 (0.1%)
0 (0%)
1 (0.1%)
NA: not available. The Fisher's exact test did not include the “NA” and "unknown" group.
*indicated p<0.05.
Tumor characteristics in colon carcinomapatient (n = 1264).NA: not available. The Fisher's exact test did not include the “NA” and "unknown" group.*indicated p<0.05.
Tissue microarray (TMA) construction and immunohistochemistry (IHC)
The resected tumor tissue and corresponding normal mucosa specimens from primary tumors of colon carcinomapatients before chemotherapy were collected to establish a TMA (Table 1). The protocol for the establishment of TMA has been previously described[13,21] and was approved by the Institutional Review Board (IRB) of China Medical University Hospital [protocol number: CMUH105-REC2-073]. Briefly, tumor areas were evaluated on hematoxylin/eosin (HE)-stained tissue slides by a pathologist (Dr. Tsung-Wei Chen), and the corresponding area on a formalin-fixed, paraffin-embedded (FFPE) tissue block (donor block) was identified for TMA construction. Tissue cylinders (2 mm in diameter) were punched from the central tumor tissue areas from each donor block, and these individual tissue cylinders were placed into one recipient paraffin block. Each TMA spot contained at least 50% of the tumor area.Immunohistochemical staining was performed on 3-μm-thick TMA sections according to the manufacturer’s manual (VECTASTAIN Elite ABC Kit, Vector Laboratories, CA, USA), and the TMAs were incubated with DAB (Vector Laboratories) and then counterstained with hematoxylin[22,23]. Positive staining for CD8 (ab4055, Abcam, Cambridge, UK), CD45RO (ab23, Abcam) and PD1 (ab52587, Abcam) was defined as staining in the cytoplasm or membranous intratumoral TILs by microscopy (Olympus BX53, Tokyo, Japan). Evaluation of TILs in TMA tissues was performed at 400 × magnification by a pathologist. The area with the highest density of TILs within the TME was counted at 400 × magnification [No. of positively stained TILs/high-power field (HPF)]. The average count of TILs in five HPFs was scored: a count of 0 positively stained TILs in one HPF was scored as 0, 1–3 positively stained TILs/HPF was scored as 1, 4–10 positively stained TILs/HPF was scored as 2, and > 10 positively stained TILs/HPF was scored as 3[13].TumorPD-L2 (ab200377, Abcam) expression was evaluated based the extent and intensity of immunopositivity of tumor cells as assessed by a semiquantitative scale (0–3+) as follows: 0 for absent; 1 for weak; 2 for moderate; and 3 for strong membrane staining. The percentage of positive cells was scored as follows: 0–10% positive tumor cell proportion was scored as 0; 10–25% positive tumor cell proportion was scored as 1; 26–50% positive tumor cell proportion was scored as 2; and 51%-100% positive tumor cell proportion was scored as 3. The product of the two scores served as the tumorPD-L2 immunostaining score. The cutoff for the immunostaining score was 4[13,15]. The percentage of cancer cells with membranous PD-L1 (ab205921) staining was scored as follows: 0 points were assigned when < 5% positive tumor cells were detected, and 1 point was assigned when > 5% of cells showed positive membranous staining[24]. To evaluate the status of mismatch repair (MMR), MMR proficiency was defined the expression of 4 proteins: MLH1 (ab92312, Abcam), MSH2 (ab92372, Abcam), MSH6 (ab92471, Abcam) and PMS2 (ab110638, Abcam), while MMR-deficient tumors were defined as those lacking at least one of these four markers by IHC.
The Cancer Genome Atlas (TCGA) database
A total of 259 patients with stage III (n = 174) and IV (n = 85) colorectal cancer were included, and their PD-L2 mRNA expression data were retrieved from the open-access Human Pathology Atlas resource, which is part of the Human Protein Atlas (HPA, www.proteinatlas.org/pathology)[20,25]; HPA contains RNA sequencing (RNA-seq) data together with clinical information from TCGA. The PD-L2 mRNA level had the best log-rank p value based on the Kaplan–Meier analysis. The average RNA expression level was utilized as the cutoff (high expression cutoff = 0.21) according to the algorithm on the HPA website[20].
Statistical analysis
SPSS (IBM SPSS Statistics 22, WA, USA) and GraphPad Prism 7 (GraphPad Software, CA, USA) were utilized to perform statistical analysis in the study. All tests were analyzed with two-sided p-values with the significance level set at 0.05, including Student’s t-test and Pearson’s chi-square test. Univariate and multivariate models were analyzed by Cox regression analysis with hazard ratios (HRs) and 95% confidence intervals (CIs)[26]. The influential factors were included in the Cox models, including sex (male vs female), age (≥ 65 years vs < 65 years), pT stage (pT3-4 vs pT1-2), pN stage (positive vs negative), pTNM stage (stage IV vs stage III), lymphovascular invasion (presence vs absence), perineural invasion (presence vs absence), tumor location (proximal colon vs distal colon), CD8+ TIL density (high vs low), CD45+ TIL density (high vs low), CD45RO+ TIL density (high vs low), PD1+ TIL density (high vs low), tumor PD-L1 level (high vs low) and tumorPD-L2 level (high vs low). The 5-year overall survival (OS) was estimated by the Kaplan–Meier method and defined as the duration between the day of diagnosis and the day of death. Log-rank tests were performed for univariate comparisons.
Ethical approval
This study was reviewed and approved by the Internal Review Board (IRB) of China Medical University Hospital [Protocol number: CMUH105-REC2-073]. The method was carried out in accordance with the committee’s approved guidelines.
Informed consent
Informed consents were obtained from all participants in the study.
Results
Immunohistochemical expression of tumor PD-L2, clinicopathological characteristics and the status of MMR in stage I-IV colon carcinoma
To evaluate the clinical impact of tumorPD-L2 in stage I-IV colon carcinoma, we used immunohistochemical analysis to detect the protein expression of tumorPD-L2 (n = 1264, Table 1). We scored tumorPD-L2 expression in the cytoplasm and membrane based on the intensity of staining and the proportion of cells with positive staining[13] (Fig. 1). Representative images of immunohistochemical PD-L2 expression in tumor cells are shown according to their staining intensity (Fig. 1A–D). Patient clinicopathological characteristics and tumorPD-L2 expression are summarized in Table 1.
Figure 1
Expression patterns of tumor PD-L2 within the tumor microenvironment are associated with survival outcome in stage III-IV colon carcinoma. (A) Negative tumor PD-L2 immunohistochemical staining within the tumor microenvironment. (B) Weak cytoplasmic tumor PD-L2 expression. (C) Moderate cytoplasmic tumor PD-L2 expression. (D) Strong cytoplasmic tumor PD-L2 expression. Scale bar = 50 μm. (E) High tumor PD-L2 was positively associated with 5-year overall survival in our TMA cohort (stage I–IV, n = 1264, p = 0.0041). (F) Tumor PD-L2 was not associated with 5-year overall survival in early-stage colon carcinoma (stage I–II, n = 631, p = 0.833). (G) High tumor PD-L2 was positively associated with 5-year overall survival in our TMA cohort (stage III–IV, n = 633, p < 0.001). (H) High PD-L2 mRNA was positively associated with 5-year survival outcome in the stage III–IV CRC cohort from TCGA (stage III–IV, n = 259, p = 0.0245).
Expression patterns of tumorPD-L2 within the tumor microenvironment are associated with survival outcome in stage III-IV colon carcinoma. (A) Negative tumorPD-L2 immunohistochemical staining within the tumor microenvironment. (B) Weak cytoplasmic tumorPD-L2 expression. (C) Moderate cytoplasmic tumorPD-L2 expression. (D) Strong cytoplasmic tumorPD-L2 expression. Scale bar = 50 μm. (E) High tumorPD-L2 was positively associated with 5-year overall survival in our TMA cohort (stage I–IV, n = 1264, p = 0.0041). (F) TumorPD-L2 was not associated with 5-year overall survival in early-stage colon carcinoma (stage I–II, n = 631, p = 0.833). (G) High tumorPD-L2 was positively associated with 5-year overall survival in our TMA cohort (stage III–IV, n = 633, p < 0.001). (H) High PD-L2 mRNA was positively associated with 5-year survival outcome in the stage III–IV CRC cohort from TCGA (stage III–IV, n = 259, p = 0.0245).We found that 30.9% (390/1264) of colon carcinomapatients overall and 7.6% (96/1264) of MMR-deficient patients had high expression PD-L2 in the tumor bed. The expression of tumorPD-L2 within the TME was significantly associated with the absence of perineural invasion (PNI, p < 0.001) and MMR proficiency (p < 0.001, Table 1).
Elevated tumor PD-L2 expression is significantly associated with favorable 5-year OS in advanced stage colon carcinoma
We used Kaplan–Meier (KM) analysis to examine the prognostic role of tumorPD-L2 expression in stage I-IV colon carcinoma. The KM survival curve showed that high tumorPD-L2 expression versus low tumorPD-L2 expression was significantly associated with favorable 5-year OS in stage I-IV patients (67% vs 60%, p = 0.0041, Fig. 1E). To further determine the role of tumorPD-L2 in colon carcinoma, we stratified colon carcinomapatients into early-stage (stage I-II) and advanced stage (stage III-IV) subgroups based on TNM stage. We found that the status of tumorPD-L2 was not significantly associated with survival outcome in early-stage colon carcinomapatients (79.4% vs 79.6%, p = 0.833, Fig. 1F), patients without PNI (p = 0.014) or MMR-proficient patients (p = 0.001, Table 2). However, KM curves and log-rank tests revealed that high expression of tumorPD-L2 was associated with a remarkably longer 5-year OS than low expression of tumorPD-L2 in advanced stage patients (57% vs 40%, p < 0.001, Fig. 1G). We then analyzed PD-L2 mRNA data from The Cancer Genome Atlas (TCGA) (stage III-IV, n = 259, Fig. 1H)[20]. Data on PD-L2 mRNA expression in stage III-IV colorectal cancer samples were retrieved from the Human Protein Atlas (HPA, www.proteinatlas.org/pathology) [20,25], which employs RNA sequencing (RNA-seq) data together with clinical information from TCGA. The cutoff for the PD-L2 mRNA level for KM analysis was based on the algorithm on the HPA website [20]. CRCpatients with high PD-L2 mRNA had favorable survival outcomes.
Table 2
Tumor characteristics in late-stage colon carcinoma patient (n = 633).
Clinicopathological parameters
Total no
Tumor PD-L2
p value
High
Low
633
196
437
Sex
0.704
Female
290
92 (46.9%)
198 (45.3%)
Male
343
104 (53.1%)
239 (54.7%)
Age
0.067
< 65
325
90 (45.9%)
235 (53.8%)
≥ 65
308
106 (54.1%)
202 (46.2%)
Tumor location
0.274
Proximal colon
283
94 (48%)
189 (43.2%)
Distal colon
343
100 (51%)
243 (55.6%)
Unspecified
7
2 (1.0%)
5 (1.1%)
pT stage
0.828
pT1-2
40
13 (6.6%)
27 (6.2%)
pT3-4
593
183 (93.4%)
410 (93.8%)
pN stage
0.563
Negative
27
7 (3.6%)
20 (4.6%)
Positive
606
189 (96.7%)
417 (95.4%)
M stage
< 0.001*
M0
406
150 (76.5%)
256 (58.6%)
M1
227
46 (23.5%)
181 (41.4%)
Pathological TNM stage
< 0.001*
Stage III
406
150 (76.5%)
256 (58.6%)
Stage IV
227
46 (23.5%)
181 (41.4%)
Tumor differentiation
0.799
Well to moderate
615
190 (96.9%)
425 (97.3%)
Poor
4
1 (0.5%)
3 (0.7%)
Unknown
14
5 (2.6%)
9 (2.1%)
Lymphovascular invasion (LVI)
0.18
Absent
146
52 (26.5%)
94 (21.5%)
Present
484
144 (73.5%)
340 (77.8%)
Unknown
3
0 (0%)
3 (0.7%)
Perineural invasion (PNI)
0.014*
Absent
267
69 (35.2%)
198 (45.3%)
Present
363
127 (64.8%)
236 (54.0%)
Unknown
3
0 (0%)
3 (0.7%)
Post-operative chemotherapy
0.942
No
228
71 (36.2%)
157 (35.9%)
Yes
405
125 (63.8%)
280 (64.1%)
MMR status
0.001*
MMR-proficient
601
196 (100%)
405 (92.7%)
MMR-deficient
31
0 (0%)
31 (7.1%)
NA
1
0 (0%)
1 (0.2%)
NA: not available. The Fisher's exact test did not include the “NA” and "unknown" group.
*indicated p<0.05.
Tumor characteristics in late-stage colon carcinomapatient (n = 633).NA: not available. The Fisher's exact test did not include the “NA” and "unknown" group.*indicated p<0.05.Moreover, the KM analysis of clinicopathologic characteristics in advanced stage colon carcinoma showed that older age (p = 0.02), larger pathological tumor size (pT stage, p < 0.001), lymphovascular invasion (LVI, p < 0.001), PNI (p < 0.001) and proximal colon location (p = 0.021) were associated with shorter 5-year OS in advanced stage colon carcinoma (Table 3). Classifying advanced stage colon carcinomapatients into subgroups based on stage and postoperative chemotherapy regimen, we found that stage III or IV patients with elevated tumorPD-L2 tended to have better 5-year OS than those with low tumorPD-L2 (Fig. S1A-1B and Table S2). Patients with advanced stage colon cancer who received postoperative chemotherapy with high tumorPD-L2 had more favorable 5-year OS than those with low tumorPD-L2 (Fig. 2A,B). Moreover, high tumorPD-L2 was clinically associated with improved 5-year OS in stage III (p = 0.0492, Fig. 2C) and stage IV (p = 0.0561, Fig. 2E) colon carcinomapatients who received postoperative chemotherapy. Multiverse analysis adjusted with clinicopathologic parameters suggested that tumorPD-L2 may be an independent prognostic factor for advanced stage colon carcinomapatients, especially for patients who receive postoperative chemotherapy (Stage III: HR 1.575, 95% CI 1.098–2.259, p = 0.045, Fig. 2D; Stage IV: HR 1.649, 95% CI 1.136–2.393, p = 0.008, Fig. 2F).
Table 3
Correlation between clinicopathologic parameters and 5-year OS (n = 633).
Parameters
Noa
5-yr OS (%)
p value*
633
45%
Sex
0.388
Female
290
46%
Male
343
45%
Age
0.02*
< 65
325
49%
≥ 65
308
42%
pT stage
< 0.001*
pT1-2
40
78%
pT3-4
593
43%
pN stage
0.067
Negative
27
30%
Positive
606
46%
M stage
< 0.001*
M0
406
65%
M1
227
13%
Pathological TNM stage
< 0.001*
Stage III
406
65%
Stage IV
227
13%
Lymphovascular invasion (LVI)
< 0.001*
Absent
146
63%
Present
484
40%
Perineural invasion (PNI)
< 0.001*
Absent
267
58%
Present
363
36%
Tumor location
0.021*
Distal colon
343
49%
Proximal colon
283
41%
Tumor differentiation
0.189
Well to moderate
615
46%
Poor
4
25%
Tumor PD-L1
< 0.001*
High
234
56%
Low
399
39%
Tumor PD-L2
< 0.001*
High
196
57%
Low
437
40%
aNumber of cases may differ due to missing data.
*indicated p<0.05.
Figure 2
High tumor PD-L2 is remarkably associated with favorable 5-year OS in patients who receive postoperative chemotherapy. (A) High tumor PD-L2 was associated with better 5-year OS in advanced stage colon carcinoma patients (n = 228, p = 0.0323). CT: chemotherapy. (B) High tumor PD-L2 levels were remarkably associated with favorable 5-year OS in advanced stage colon carcinoma patients who received postoperative chemotherapy (n = 405, p < 0.001). (C) Patients with high tumor PD-L2 level was significantly associated with better 5-year OS in stage III colon carcinoma patients who received adjuvant chemotherapy. CT: chemotherapy (n = 276, p = 0.0492). (D) The multivariate COX regression model showed tumor PD-L2 is an independent factor in 5-year OS of stage III COAD patients who received post-operative chemotherapy. The hazard ratios (HR) and 95% confidence interval (CI) of different factors in the COX regression model. (E) Patients with high tumor PD-L2 level were tendency to associate with better 5-year OS in stage IV colon carcinoma patients who received palliative chemotherapy. CT: chemotherapy (n = 129, p = 0.0561). (F) The multivariate COX regression model suggested tumor PD-L2 is an independent factor in 5-year OS of stage IV COAD patients who received post-operative palliative chemotherapy. The HR and 95% CI of different factors in the COX regression model.
Correlation between clinicopathologic parameters and 5-year OS (n = 633).aNumber of cases may differ due to missing data.*indicated p<0.05.High tumorPD-L2 is remarkably associated with favorable 5-year OS in patients who receive postoperative chemotherapy. (A) High tumorPD-L2 was associated with better 5-year OS in advanced stage colon carcinomapatients (n = 228, p = 0.0323). CT: chemotherapy. (B) High tumorPD-L2 levels were remarkably associated with favorable 5-year OS in advanced stage colon carcinomapatients who received postoperative chemotherapy (n = 405, p < 0.001). (C) Patients with high tumorPD-L2 level was significantly associated with better 5-year OS in stage III colon carcinomapatients who received adjuvant chemotherapy. CT: chemotherapy (n = 276, p = 0.0492). (D) The multivariate COX regression model showed tumorPD-L2 is an independent factor in 5-year OS of stage III COADpatients who received post-operative chemotherapy. The hazard ratios (HR) and 95% confidence interval (CI) of different factors in the COX regression model. (E) Patients with high tumorPD-L2 level were tendency to associate with better 5-year OS in stage IV colon carcinomapatients who received palliative chemotherapy. CT: chemotherapy (n = 129, p = 0.0561). (F) The multivariate COX regression model suggested tumorPD-L2 is an independent factor in 5-year OS of stage IV COADpatients who received post-operative palliative chemotherapy. The HR and 95% CI of different factors in the COX regression model.
Tumor PD-L2 expression correlates inversely with intratumoral CD8+ TILs
Our previous studies demonstrated a positive correlation between tumor PD-L1 and intratumoral CD8+ TILs in colorectal cancer[13,24,27]. Therefore, we evaluated the association between tumorPD-L2 and immune signatures such as infiltration of CD45+ cells (CD45 is a general lymphocyte marker), CD8+ cells (CD8 is a cytotoxic T lymphocyte marker), CD45RO+ cells (CD45RO is a memory T lymphocyte marker), PD1+ cells (PD1 is an immunosuppressive lymphocyte marker) and PD-L1 by immunohistochemical analysis of intraepithelial tumor-infiltrating lymphocytes within tumor beds (Fig. 3A). We found PD-L1 and PD-L2 partially expressed in lymphocytes (Fig. 3B,C). There was no statistically significant association of tumorPD-L2 expression with the infiltration of CD45+ TILs or CD45RO+ TILs (Table 4 and Table S3). Intriguingly, we found a direct negative correlation between tumorPD-L2 and the density of CD8+ TILs and PD1+ TILs (Tables 4 and Table S3). Patients (33/196; 16.8%) with high tumorPD-L2 had a high density of CD8+ TILs, and 105 of 437 (24.0%) patients with low tumorPD-L2 had a high number of CD8+ TILs, indicating that tumorPD-L2 expression was inversely correlated with intratumoral CD8+ TILs (p = 0.048, Pearson's chi-squared test). Moreover, tumorPD-L2 positively correlated with the status of tumor PD-L1 (p < 0.001, Pearson's chi-squared test, Table S3). Tumor PD-L1 expression positively correlated with the immune signature of CD8+ TILs (p < 0.001, Pearson's chi-squared test, Table S3).
Figure 3
The representative images of immune signatures. (A) The intratumor infiltration of CD45+ cells (CD45 is a general lymphocyte marker), CD8+ cells (CD8 is a cytotoxic T lymphocyte marker), CD45RO+ cells (CD45RO is a memory T lymphocyte marker), PD1+ cells (PD1 is an immunosuppressive lymphocyte marker) within TME. (B) PD-L1 expression on tumor cells and intraepithelial TILs within TME. (C) PD-L2 was partially expressed in intraepithelial TILs within TME. Scale bar = 50 μm.
Table 4
Tumor characteristics and immune status in late-stage colon carcinoma patient (n = 633).
Clinicopathological parameters
Total no
Tumor PD-L2
p value
Tumor PD-L1
p value
High
Low
High
Low
633
196
437
234
399
CD8+TILs
0.048*
< 0.001*
High
138
33 (16.8%)
105 (24.0%)
74 (31.6%)
64 (16.0%)
Low
492
161 (82.2%)
331 (75.8%)
159 (68.0%)
333 (83.5%)
Unknown
3
2 (1%)
1 (0.2%)
1 (0.4%)
2 (0.5%)
NA: not available. The Fisher's exact test did not include the “NA” and "unknown" group.
*indicated p<0.05.
The representative images of immune signatures. (A) The intratumor infiltration of CD45+ cells (CD45 is a general lymphocyte marker), CD8+ cells (CD8 is a cytotoxic T lymphocyte marker), CD45RO+ cells (CD45RO is a memory T lymphocyte marker), PD1+ cells (PD1 is an immunosuppressive lymphocyte marker) within TME. (B) PD-L1 expression on tumor cells and intraepithelial TILs within TME. (C) PD-L2 was partially expressed in intraepithelial TILs within TME. Scale bar = 50 μm.Tumor characteristics and immune status in late-stage colon carcinomapatient (n = 633).NA: not available. The Fisher's exact test did not include the “NA” and "unknown" group.*indicated p<0.05.To further clarify the role of TILs and tumorPD-L2 expression in CRC prognosis, we evaluated the association of patient survival outcomes with the density of cytotoxic CD8+ TILs, the density of memory CD45RO+ TILs and tumorPD-L2. Patients with high CD8+ TIL density within the TME had improved 5-year OS (log-rank, n = 630, p = 0.0005, Fig. 4A). We considered intratumoral CD8+ TILs and tumorPD-L2 expression in combination, and we found that tumorPD-L2 status was not associated with 5-year OS in the subgroup of patients with high CD8+ TILs (CD8+ TILsH/PD-L2H: 69.7% vs CD8+ TILsH/PD-L2L: 57.1%, p = 0.167, Fig. 4B). Intriguingly, the expression of tumorPD-L2 was significantly associated with 5-year OS in patients with low CD8+ TILs (CD8+ TILsL/PD-L2H: 54.0% vs CD8+ TILsL/PD-L2L: 35.0%, p < 0.001, Fig. 4C). Similarly, patients with high CD45RO+ TIL infiltration within the TME had improved 5-year OS (log-rank, n = 630, p < 0.0001, Fig. 4D). TumorPD-L2 was not associated with 5-year OS in patients with high CD45RO+ TILs (Fig. 4E, p = 0.3785) but was significantly associated with 5-year OS in patients with low CD45RO+ TILs (Fig. 4F, p < 0.001). These results suggest that tumorPD-L2 expression can be a significant prognostic factor for advanced stage colon carcinomapatients, especially for patients with low densities of infiltrating lymphocytes.
Figure 4
The association of tumor PD-L2 level and CD8+ TIL and CD45RO+ TIL density with 5-year OS in advanced stage colon carcinoma. (A) Advanced stage colon carcinoma patients with high infiltration of intratumoral CD8+ TIL within the TME had a better 5-year OS (n = 630, p = 0.0005). (B) The tumor PD-L2 level was not associated with 5-year OS in patients with a high density of CD8+ TILs within the TME (n = 138, p = 0.167). (C) The tumor PD-L2 level was associated with 5-year OS in patients with a low density of CD8+ TILs within the TME (n = 492, p < 0.001). (D) Advanced stage colon carcinoma patients with a high density of CD45RO+ TILs within the TME had a better 5-year OS (n = 627, p < 0.001). (E) The tumor PD-L2 level was not associated with 5-year OS in patients with a high density of CD45RO+ TILs within the TME (n = 173, p = 0.3785). (F) The tumor PD-L2 level was associated with 5-year OS in patients with a low density of CD45RO+ TILs within the TME (n = 454, p < 0.001).
The association of tumorPD-L2 level and CD8+ TIL and CD45RO+ TIL density with 5-year OS in advanced stage colon carcinoma. (A) Advanced stage colon carcinomapatients with high infiltration of intratumoral CD8+ TIL within the TME had a better 5-year OS (n = 630, p = 0.0005). (B) The tumorPD-L2 level was not associated with 5-year OS in patients with a high density of CD8+ TILs within the TME (n = 138, p = 0.167). (C) The tumorPD-L2 level was associated with 5-year OS in patients with a low density of CD8+ TILs within the TME (n = 492, p < 0.001). (D) Advanced stage colon carcinomapatients with a high density of CD45RO+ TILs within the TME had a better 5-year OS (n = 627, p < 0.001). (E) The tumorPD-L2 level was not associated with 5-year OS in patients with a high density of CD45RO+ TILs within the TME (n = 173, p = 0.3785). (F) The tumorPD-L2 level was associated with 5-year OS in patients with a low density of CD45RO+ TILs within the TME (n = 454, p < 0.001).
Prognostic impacts of tumor PD-L2 expression in advanced stage colon carcinoma
In univariate analysis of 5-year OS by the Cox regression model, the following clinicopathological characteristics were associated with patient survival outcome: age, pT stage, pN stage, pTNM stage, LVI, PNI and tumor location. Furthermore, the densities of infiltrating immune cells were also associated with the patient survival outcome: CD8+ TIL density, CD45+ TIL density, CD45RO+ TIL density, PD1+ TIL density, tumor PD-L1 and tumorPD-L2. Patients with a low density of immune infiltration had a higher risk for a low 5-year OS: low CD8+ TIL density (HR 1.66, 95% CI 1.246–2.219, p = 0.001), low CD45+ TIL density (HR 1.72, 95% CI 1.339–2.214, p < 0.001), low CD45RO+ TIL density (HR 1.92, 95% CI 1.467–2.520, p < 0.001), and low PD1+ TIL density (HR 2.21, 95% CI 1.510–3.232, p < 0.001). Moreover, patients with a low tumorPD-L2 also had an increased risk for a low 5-year OS (HR 1.69, 95% CI 1.324–2.161, p < 0.001) compared with patients with high tumorPD-L2 expression (Table 5). These results showed that immune factors such as CD8+ TILs, CD45+ TILs, CD45RO+ TILs, PD1+ TILs and tumorPD-L2 expression have clinical prognostic relevance for advanced stage colon carcinomapatients.
Table 5
Univariate and multivariate analysis of overall survival and known prognostic factors in late-stage colon carcinoma patient (n = 633).
Parameters
Univariate analysis
Multivariate analysis
No. at riska
Deaths
HR
95% CI
p value
HR
95% CI
p value
Sex
0.39
Female
290
156
1.00
–
Male
343
190
1.10
0.888–1.357
–
Age
0.02*
< 0.001*
< 65
325
166
1.00
1.00
≥ 65
308
180
1.28
1.040–1.585
1.719
1.377–0.145
pT stage
< 0.001*
0.194
T1–2
40
9
1.00
1.00
T3–4
593
337
3.25
1.674–6.297
1.576
0.793–3.131
pN stage
0.07
0.161
Negative
27
18
1.00
1
Positive
606
327
0.65
0.410–1.035
0.687
0.407–1.161
M stage
< 0.001*
M0
406
148
1.00
–
M1
227
198
4.71
3.782–5.861
–
Pathological TNM stage
< 0.001*
< 0.001*
Stage III
406
148
1.00
1.00
Stage IV
227
198
4.71
3.782–5.861
4.619
3.562–5.990
Lymphovascular invasion (LVI)
< 0.001*
0.004*
Absent
146
54
1.00
1.00
Present
484
291
2.00
1.499–2.681
1.604
1.168–2.203
Perineural invasion (PNI)
< 0.001*
0.041*
Absent
267
111
1.00
1.00
Present
363
234
1.87
1.493–2.347
1.299
1.011–1.670
Tumor location
0.022*
0.001*
Distal colon
343
175
1.00
1.00
Proximal colon
283
166
1.28
1.037–1.586
1.462
1.175–1.819
CD8+TILs
0.001*
0.563
High
138
55
1.00
1.00
Low
492
289
1.66
1.246–2.219
1.125
0.754–1.680
CD45+TILs
< 0.001*
0.445
High
195
79
1.00
1.00
Low
436
266
1.72
1.339–2.214
0.88
0.633–1.222
CD45RO+TILs
< 0.001*
0.245
High
173
65
1.00
1.00
Low
454
276
1.92
1.467–2.520
1.233
0.866–1.754
PD1+TILs
< 0.001*
0.269
High
91
29
1.00
1.00
Low
540
316
2.21
1.510–3.232
1.316
0.809–2.140
Tumor PD-L1
< 0.001*
0.465
High
234
104
1.00
1.00
Low
399
242
1.57
1.245–1.937
0.903
0.688–1.186
Tumor PD-L2
< 0.001*
0.001*
High
196
85
1.00
1.00
Low
437
231
1.69
1.324–2.161
1.594
1.206–2.106
aNumber of cases may differ due to missing data.
*indicated p<0.05.
Univariate and multivariate analysis of overall survival and known prognostic factors in late-stage colon carcinomapatient (n = 633).aNumber of cases may differ due to missing data.*indicated p<0.05.Moreover, when these parameters that were identified as significant by the univariate analysis were subjected to multivariate Cox regression analysis as covariates, tumorPD-L2 expression was found to be an independent predictor for 5-year OS in advanced stage colon carcinomapatients (Table 5). Patients with low tumorPD-L2 levels (HR 1.59, 95% CI 1.206–2.106, p = 0.001) presented an increased risk for poor OS after adjustment for sex, age, pT stage, pN stage, pTNM stage, LVI, PNI, tumor location and immune signatures. Moreover, stage III and IV patients who received postoperative chemotherapy with low tumorPD-L2 levels presented an increased risk for poor OS after adjustment for age, pT stage, LVI, PNI and tumor location (Fig. 2D,F). These results show that the level of tumorPD-L2 could independently predict the prognosis of advanced stage CRC, especially patients who received postoperative chemotherapy (Table 5).
Discussion
In the present study, we found that tumorPD-L2 expression was positively associated with the status of tumor PD-L1 in colon carcinoma. However, tumorPD-L2 was inversely associated with intratumoral TIL densities in colon carcinoma, such as CD8+ TIL and PD1+ TIL densities, suggesting a possible role of tumorPD-L2 in suppressing antitumor immune responses in colon carcinoma. Moreover, tumorPD-L2 expression was remarkably associated with 5-year OS in advanced stage colon carcinoma, suggesting that it can be considered an independent prognostic factor for advanced stage colon carcinoma, especially for patients who receive postoperative chemotherapy.CRCs are often heterogeneous tumors because of the accumulation of somatic mutations and the alternations in host–tumor interactions within the TME. Lymphocyte alterations such as intraepithelial T cell infiltration within the TME, have been associated with favorable survival outcomes in CRC[13-15]. Therefore, a combination of molecular characteristics and immune cell infiltration parameters, defined as “consensus molecular subtypes” (CMSs), has been proposed to classify CRCs[28]. Consistent with this classification, our previous studies found that strong positive correlations between PD-L1 and intratumoral CD8+ infiltration, and the infiltration of CD8+ TILs and tumor PD-L1 status were positively associated with clinical outcome in colorectal cancer[12,29]. Interferon-γ (IFN-γ) secreted by CD8+ T lymphocytes is required for PD-L1 upregulation[24], serving as a compensatory feedback mechanism for the adaptive immune response within the TME[30,31]. Similarly, PD-L2 can be induced by the adaptive immune resistance mechanism, depending on the milieu of inflammatory cytokines in the tumor microenvironment; for example, IFN-γ, IL-4 and colony-stimulating factor 2 (CSF-2) upregulate PD-L2[11]. Although we observed a positive association between PD-L2 and PD-L1 expression, we found that tumorPD-L2 expression was inversely associated with the intratumoral infiltration of CD8+ immune cells, suggesting a unique immunologic role of tumorPD-L2 within the TME. Several studies have reported that tumorPD-L2 is inversely correlated with TIL density and lymphocyteic reaction alterations, leading to inhibition of anti-cancer immunity[32-35]. Ohigashi et al. indicated that PD-L2 mRNA expression was inversely correlated with CD8+ TILs in patients with esophageal cancer[32]. Masugi et al. recently indicated that tumorPD-L2 expression was negatively correlated with the Crohn-like lymphoid reaction in CRC, suggesting that tumorPD-L2 may inhibit T cell maturation, leading to downregulation of the Crohn-like lymphoid reaction against colorectal carcinoma[33]. Sridharan et al. also showed that high tumorPD-L2 led to decreased expression of immune gene signatures within the TME via the β-catenin/Wnt and PI3K pathways in adenoid cystic carcinoma (ACC)[35]. These results suggest that tumorPD-L2 expression may inhibit anti-cancer immunity against colon carcinoma, implying that tumorPD-L2 might be upregulated by other mechanisms, such as hypoxia. Pinato et al. revealed that PD-L2 expression was upregulated by hypoxia-induced factor 1 (HIF-1)[36], which contributed to immune resistance within the TME. Therefore, it is possible that PD-L2 may be regulated by HIF-1 to potentially mediate immune resistance by downregulating lymphocytic reactions to avoid immune responses within the TME[17,36,37]. However, whether PD-L2 causes the immune suppression within the TME and its molecular mechanism require further investigation in the future.The association between PD-L2 expression and survival outcome has been investigated in several malignancies, including CRC, melanoma, pancreatic cancer, and esophageal cancer[33,38-41]; however, discrepancies between these studies have been observed. Several studies reported that high PD-L2 expression was associated with poor patient survival, including studies in esophageal cancer[32], pancreatic ductal adenocarcinoma[42] and colorectal cancer[38,39], and high tumorPD-L2 expression was associated with a favorable survival outcome in melanoma[40] and colorectal cancer[41]. However, Masugi et al. reported that there was no significant correlation between tumorPD-L2 expression and survival in CRCpatients[33]. This discrepancy may be due to the lack of FDA-approved IHC antibodies and differences in the criteria between these studies, which could have led to variations in PD-L2 expression and survival results in CRC. The IHC results in these studies were dramatically different. Previous studies have shown that PD-L1 is expressed on tumor and stromal cells[43]; however, the expression of PD-L2 is controversial. Masugi et al. reported that 78% of stromal cells expressed PD-L2, and 51.6% of tumor cells expressed PD-L2[33], while Guo et al. indicated 17.4% of immune cells expressed PD-L2 and 19.3% of tumor cells expressed PD-L2 in CRC[44]. Therefore, standardization of IHC antibodies and evaluation criteria is urgently needed. In the current study, we found that 30.9% of tumor cells and fewer immune cells expressed PD-L2. Based on our IHC results, we found that increased PD-L2 expression positively correlated with better overall survival in advanced stage colon carcinoma, which is consistent with the results from the TCGA database[20,25]. The RNA-seq results together with clinical information showed that PD-L2 mRNA was an independent prognostic factor for colorectal cancer in data from the TCGA database. These results suggest that tumorPD-L2 is an independent prognostic factor for OS in advanced stage colon carcinoma, especially in patients who receive postoperative chemotherapy. However, there are several limitations in our study. First, for the assessment of the immune signatures and tumorPD-L2 status by multivariate logistic regression analyses, we cannot exclude the possibility that the role of chemokines within the TME may regulate the recruitment of immune cells. We did not measure chemokines in this retrospective study, and potential chemokine confounders need to be considered in future studies. Second, based on our results, we speculate that tumorPD-L2 may inhibit intratumoral T cell infiltration. However, we did not elucidate what intrinsic and extrinsic factors contribute to PD-L2 upregulation. Further studies are necessary to address possible molecular mechanisms for tumorPD-L2 signaling, intrinsic factors, extrinsic factors and immune cell infiltration.In addition, a recent study reported that not only the PD-L1 status but also the PD-L2 status was useful for predicting the clinical response to anti-PD1 immunotherapy in head and neck carcinoma[45], suggesting that the status of tumorPD-L2 may have clinical implications for anti-PD1 immunotherapy. However, further studies are necessary to investigate the prognostic value of PD-L2 expression. Although both PD-L1 and PD-L2 proteins share the same receptor, PD-1, other receptors for PD-L2 (RGMb) have been reported[46], suggesting that the role of PD-L2 in suppressing T cell responses may be different. Nonetheless, our results showed that the status of PD-L2 was not associated with MMR deficiency, strongly suggesting that further investigation to clarify the potential molecular mechanism of PD-L2 expression is necessary[47]. Accordingly, further investigations of PD-L2 stratifying patients according to receipt of anti-PD1/PD-L1 immunotherapy are needed.Taken together, our results showed that tumorPD-L2 expression was inversely associated with the intratumoral infiltration of CD8+ TILs in advanced-stage colon carcinoma, suggesting a possible influence of PD-L2-expressing tumor cells on adaptive antitumor immunity. Moreover, patients with elevated tumorPD-L2 levels had favorable survival outcomes, suggesting that tumorPD-L2 may be an independent prognostic factor for advanced stage colon carcinoma. Since the inflammatory microenvironment in the gastrointestinal tract plays a role in CRC progression via host-immunity interactions[48], the upregulation of tumorPD-L2 may be due to adaptive immunity, suggesting that PD-L2 may have prognostic value and can be considered a therapeutic target for immunotherapy in colon carcinoma.
Authors: F Stephen Hodi; Steven J O'Day; David F McDermott; Robert W Weber; Jeffrey A Sosman; John B Haanen; Rene Gonzalez; Caroline Robert; Dirk Schadendorf; Jessica C Hassel; Wallace Akerley; Alfons J M van den Eertwegh; Jose Lutzky; Paul Lorigan; Julia M Vaubel; Gerald P Linette; David Hogg; Christian H Ottensmeier; Celeste Lebbé; Christian Peschel; Ian Quirt; Joseph I Clark; Jedd D Wolchok; Jeffrey S Weber; Jason Tian; Michael J Yellin; Geoffrey M Nichol; Axel Hoos; Walter J Urba Journal: N Engl J Med Date: 2010-06-05 Impact factor: 91.245
Authors: Janis M Taube; Robert A Anders; Geoffrey D Young; Haiying Xu; Rajni Sharma; Tracee L McMiller; Shuming Chen; Alison P Klein; Drew M Pardoll; Suzanne L Topalian; Lieping Chen Journal: Sci Transl Med Date: 2012-03-28 Impact factor: 17.956
Authors: Vishwajith Sridharan; Evisa Gjini; Xiaoyun Liao; Nicole G Chau; Robert I Haddad; Mariano Severgnini; Peter Hammerman; Adel El-Naggar; Gordon J Freeman; F Stephen Hodi; Scott J Rodig; Glenn Dranoff; Jonathan D Schoenfeld Journal: Cancer Immunol Res Date: 2016-06-16 Impact factor: 11.151
Authors: Yohei Masugi; Reiko Nishihara; Tsuyoshi Hamada; Mingyang Song; Annacarolina da Silva; Keisuke Kosumi; Mancang Gu; Yan Shi; Wanwan Li; Li Liu; Daniel Nevo; Kentaro Inamura; Yin Cao; Xiaoyun Liao; Katsuhiko Nosho; Andrew T Chan; Marios Giannakis; Adam J Bass; F Stephen Hodi; Gordon J Freeman; Scott J Rodig; Charles S Fuchs; Zhi Rong Qian; Jonathan A Nowak; Shuji Ogino Journal: Cancer Immunol Res Date: 2017-10-16 Impact factor: 12.020
Authors: Jeffrey R Whiteaker; Rachel A Lundeen; Lei Zhao; Regine M Schoenherr; Aura Burian; Dongqing Huang; Ulianna Voytovich; Tao Wang; Jacob J Kennedy; Richard G Ivey; Chenwei Lin; Oscar D Murillo; Travis D Lorentzen; Mathangi Thiagarajan; Simona Colantonio; Tessa W Caceres; Rhonda R Roberts; Joseph G Knotts; Joshua J Reading; Jan A Kaczmarczyk; Christopher W Richardson; Sandra S Garcia-Buntley; William Bocik; Stephen M Hewitt; Karen E Murray; Nhan Do; Mary Brophy; Stephen W Wilz; Hongbo Yu; Samuel Ajjarapu; Emily Boja; Tara Hiltke; Henry Rodriguez; Amanda G Paulovich Journal: Front Immunol Date: 2021-11-11 Impact factor: 8.786