ORIGINAL RESEARCH article

Front. Oncol., 29 November 2021

Sec. Skin Cancer

Volume 11 - 2021 | https://doi.org/10.3389/fonc.2021.798385

Plasminogen Activating Inhibitor-1 Might Predict the Efficacy of Anti-PD1 Antibody in Advanced Melanoma Patients

  • Department of Dermatology, Tohoku University Graduate School of Medicine, Sendai, Japan

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Abstract

Plasminogen activating inhibitor-1 (PAI-1) plays crucial roles in the development of various cancers, including melanomas. Indeed, various pro-tumorigenic functions of PAI-1 in cancer progression and metastasis have been widely reported. Among them, PAI-1 is also reported as a key regulator of PD-L1 expression on melanoma cells through endocytosis, leading to abrogating the efficacy of anti-PD1 antibodies (Abs). These findings suggested that PAI-1 expression might predict the efficacy of anti-PD1 Abs. In this report, the expression and production of PAI-1 in melanoma patients were evaluated, and the immunomodulatory effects of PAI-1 on tumor-associated macrophages were investigated in vitro. Immunohistochemical staining of PAI-1 showed that PAI-1 expression on melanoma cells was significantly decreased in responders compared to non-responders. Moreover, baseline serum levels of PAI-1 were significantly decreased in responders compared to non-responders. Notably, PAI-1 decreased the production of various chemokines from monocyte-derived M2 macrophages in vitro, suggesting that PAI-1 might decrease tumor-infiltrating lymphocytes to hamper the anti-tumor effects of anti-PD1 Abs. These results suggest that baseline serum levels of PAI-1 may be useful as a biomarker for identifying patients with advanced cutaneous melanoma most likely to benefit from anti-melanoma immunotherapy.

Introduction

Plasminogen activating inhibitor-1 (PAI-1) is a serine protease that plays crucial roles in the development of various cancers, including melanomas (1–3). PAI-1 inhibits urokinase-type plasminogen activator and tissue type plasminogen activator, leading to attenuation of plasminogen activation and the development of thrombosis formation at tumor sites. PAI-1 increases the expression of focal adhesion kinase on tumor-associated macrophages (TAMs) to facilitate the migration of macrophages into tumor sites in a melanoma model (1). More recently, PAI-1 was found to facilitate PD-L1 endocytosis of melanoma cells to abrogate the efficacy of anti-PD-L1 antibodies (Abs) in mouse melanoma models (2). In addition, PAI-1 was found to induce resistance to chemotherapy in mouse B16F10 melanoma (3). These reports suggested that PAI-1 could play a significant role in maintaining the immunosuppressive microenvironment in melanoma through TAMs. In this study, the expression and production of PAI-1 were evaluated in melanoma patients, and the immunomodulatory effects of PAI-1 on TAMs were investigated in vitro.

Patients and Methods

Ethics Statement for Human Experiments

The protocol for this human study was approved by the ethics committee of Tohoku University Graduate School of Medicine, Sendai, Japan (permit no. 2020-1-759). All methods were performed in accordance with the relevant guidelines and regulations. All patients provided written, informed consent prior to enrolment in the study.

Patients

Patients were eligible if they had unresectable stage III melanoma or if they had stage IV melanoma with accessible cutaneous, subcutaneous, and/or nodal lesions (staging was performed according to the AJCC Staging Manual, 8th edition, 2018). All patients received 2 mg/kg of nivolumab every three weeks, 3 mg/kg of nivolumab every two weeks, 240 mg of nivolumab every two weeks, 480 mg of nivolumab every four weeks, or 200 mg of pembrolizumab every three weeks. Serum was obtained from patients before the administration of anti-PD1 Abs. The response to anti-PD1 Abs was assessed according to the Response Evaluation Criteria In Solid Tumors.

Tissue Samples and Immunohistochemical Staining

Polyclonal rabbit Abs for human PAI-1 (Abcam, Tokyo, Japan) were used for immunohistochemical (IHC) staining. Archival formalin-fixed paraffin-embedded skin specimens were collected at the initial visit from 30 advanced melanoma patients who were treated with anti-PD1 Abs in the Department of Dermatology at Tohoku University Graduate School of Medicine. The patients’ characteristics are summarized in Table 1.

Table 1

Age (y)SexLocationClark’s classificationBastian’s classificationEfficacyPAI-1
181-90FcheekNMCSDPR2+
271-80FtoeALMAcralCR2+
371-80MshoulderNMnon-CSDPD–
471-80MheelALMAcralPD–
581-90FtoeALMAcralPR2+
681-90MsoleALMAcralPD–
751-60MbackNMnon-CSDPD1+
871-80MtoeALMAcralPD–
981-90FsoleALMAcralPD2+
1071-80FfemorSSMnon-CSDPD–
1171-80FtoeALMAcralPD2+
1281-90FbackSSMnon-CSDPD–
1361-70MtoeALMAcralPR2+
1471-80MsoleALMAcralPR2+
1591-100MsoleALMAcralPD2+
1681-90Mlower legNMnon-CSDSD2+
1751-60FlipLMMCSDPD–
1831-40McervicalNMCSDPD2+
1931-40Flower legSSMnon-CSDPR1+
2031-40Mlower legNMnon-CSDPD–
2171-80FsoleALMAcralPD2+
2261-70FheadNMCSDCR2+
2361-70MbackNMnon-CSDPR2+
2471-80MearNMCSDPD–
2571-80FtoeALMAcralPR2+
2641-50MheadNMCSDPD1+
2771-80FheelALMAcralPD–
2861-70MsoleALMAcralPR1+
2961-70FbackNMnon-CSDPR2+
3031-40McheekNMCSDPD–
3141-50Mlower legNMnon-CSDPD–

Characteristics and PAI-1 expression levels of 31 patients with advanced melanomas.

ALM, acral lentiginous melanoma; NM, nodular melanoma; SSM, superficial spreading melanoma; LMM, lentigo maligna melanoma; CSD, cumulative sun damage.

Quantitative and Semiquantitative Analyses of Immunohistochemical (IHC) Staining

For semiquantitative analysis of IHC staining, PAI-1 expression on tumor cells was examined in more than 3 random, representative fields from each section. The expression levels were determined independently by two dermatologists. The expression level of PAI-1 was determined as follows: - (negative: Figure 1A), 1+ (weakly positive: Figure 1B), and 2+ (intensely positive): Figure 1C.

Figure 1

To quantify the IHC staining of each sample, the positive cells were counted using a BZ-X800 (KEYENCE, Tokyo, Japan). The percentage of IHC-positive cells per all tumor-infiltrating cells or melanoma cells was automatically counted.

Serum PAI-1 Levels

The baseline serum PAI levels were evaluated in 49 patients with advanced melanoma. The serum PAI-1 levels were determined by an enzyme-linked immunosorbent assay (ELISA) according to the manufacturer’s protocol (R&D Systems, Minneapolis, MN). Data from each donor were obtained as the mean of duplicate assays. The protocol for this human study was approved by the ethics committee of Tohoku University Graduate School of Medicine, Sendai, Japan (approval no. 2020-1-759).

Culturing of M2 Macrophages From Human Peripheral Blood Monocytes

CD14+ monocytes were isolated from the peripheral blood mononuclear cells of healthy donors using MACS beads (CD14 microbeads, Miltenyi Biotec Inc., Sunnyvale, CA) according to the manufacturer’s protocol. The CD14+ monocytes (2 × 105 cells/ml) were cultured in complete medium containing 100 ng/ml of recombinant human macrophage colony-stimulating factor for 5 days, as previously reported (4). On the fifth day, monocyte-derived macrophages were treated with or without PAI-1 (0.1 µg/ml) (5) for 48 hours, and the culture supernatant was harvested. Each chemokine level was determined by an ELISA. This study was approved by the ethics committee of Tohoku University Graduate School of Medicine, Sendai, Japan (2019–1–925).

Statistical Methods

Pearson’s correlation coefficient was used to investigate the correlation between the therapeutic effect and PAI-1 expression levels. Receiver operating characteristic (ROC) curves were used to calculate cut-off values for serum levels of PAI-1 and areas under the curve (AUCs). Cut-offs were determined using Youden’s index (sensitivity + specificity -1) to determine the maximum index value. ROC curves were established to evaluate serum levels of PAI-1 in patients administered nivolumab. For a single comparison between two groups, the Mann-Whitney U-test was used. All statistical analyses were performed using JMP version 16.1 software (SAS Institute, Tokyo, Japan). The level of significance was set at p<0.05.

Results

Demographic Data

Patients’ demographic data of cohort 1 (IHC staining) and cohort 2 (serum PAI-1) are shown in Tables 1, 2, respectively.

Table 2

Age (y)SexLocationClark’s classificationBastian’s classificationEfficacySerum PAI-1 (pg/ml)
181-90FcheekNMCSDPD2.506
261-70MsoleALMAcralPR6.285
381-90FtoeALMAcralPD4.892
471-80Mlower legSSMnon-CSDSD3.159
581-90MheadNMCSDPR2.178
651-60Fupper lipNMCSDPD2.534
731-40Flower legSSMnon-CSDSD6.372
871-80MgroinNMnon-CSDPR2.86
971-80FvulvamucosalmucosalPD3.101
1031-40McheekLMMCSDPD8.999
1171-80FsoleALMAcralPD5.034
1251-60FchestNMnon-CSDPD3.781
1361-70MauricleSSMCSDPD3.288
1441-50Mlower legSSMnon-CSDPD6.657
1531-40Mlower legNMnon-CSDPD2.676
1671-80FtoeALMAcralPR0.1261
1759-60MfemurNMnon-CSDPR2.395
1841-50MsoleALMAcralPD1.041
1971-80Flower legSSMnon-CSDPR3.825
2081-90MsoleALMAcralPR2.486
2181-90FvaginamucosalmucosalPD2.887
2261-70FbackSSMnon-CSDPR2.142
2341-50FvulvamucosalmucosalPR1.546
2451-60FvaginamucosalmucosalPD7.166
2571-80FsoleALMAcralPD3.812
2671-80MsoleALMAcralPR5.854
2761-70Fupper armSSMnon-CSDSD4.015
2871-80MsoleALMAcralPD4.402
2951-60FanusmucosalmucosalPD2.957
3061-70MbackNMnon-CSDPD4.647
3181-90FcheekLMMCSDPD2.8
3281-90Mnasal cavitymucosalmucosalPR2.332
3341-50McheekLMMCSDPD3.586
3471-80MsoleALMAcralPD2.715
3571-80MsoleALMAcralPD7.636
3671-80FtoeALMAcralPR3.124
3761-70MpenisNMnon-CSDPD4.981
3881-90MsoleALMAcralPD2.598
3961-70MsoleALMAcralPD8.59
4071-80MsoleALMAcralPD5.313
4141-50FsoleALMAcralPD3.706
4261-70FfemurSSMnon-CSDSD5.647
4341-50MshoulderNMnon-CSDSD14.77
4481-90Flower legSSMnon-CSDPR1.207
4571-80MabdomenSSMnon-CSDPD2.222
4631-40FbackNMnon-CSDPD3.938
4781-90MeyelidNMCSDPR1.539
4841-50MabdomenSSMnon-CSDPD13.97
4961-70MpalmALMAcralPD2.628

Characteristics and serum levels of PAI-1 in 49 patients with advanced melanomas.

PAI-1 Expression on Melanoma Correlated With the Efficacies of Anti-PD1 Abs

Since PAI-1 is associated with a poor prognosis in various cancers, and since PAI-1 possesses immunomodulatory effects to polarize TAMs toward proinflammatory and immunosuppressive M2 phenotypes (6, 7), we hypothesized that PAI-1 expression correlates with the efficacies of anti-PD1 Abs for advanced melanoma patients. To test this hypothesis, IHC staining for PAI-1 and semiquantitative analysis of IHC staining of PAI-1 were used. The expression levels of PAI-1 and the best response to anti-PD1 Abs in each patient in cohort 1 are presented in Table 1. Pearson’s correlation coefficient showed a significant correlation between the PAI-1 expression level on tumor cells and the best response to anti-PD1 Abs (p=0.0029) (Figure 1).

PD-L1 Expression on Melanoma Correlated With the PAI-1 Expression

As previous report suggested, PAI-1 facilitates PD-L1 endocytosis of melanoma cells to abrogate the efficacy of anti-PD-L1Abs (2), next we evaluated the PD-L1 expression on melanoma cells in each patient in cohort 1. IHC staining for PD-L1 was performed, and the percentage of PD-L1+ cells per all melanoma cells was automatically counted and quantitatively analyzed by BZ-X800. Percentage of PD-L1 expression on melanoma cells was significantly higher in the low PAI-1 expression group (Figure 1E) compared to that of the high PAI-1 expression group (Figure 1F) (p=0.0168) (Figure 1).

Serum PAI-1 Levels in Melanoma Patients Treated With Anti-PD1 Abs

Next, to determine whether baseline serum levels of PAI-1 might be associated with early response in melanoma patients treated with anti-PD1 Abs, PAI-1 levels were evaluated in 49 patients (cohort 2) with advanced melanoma treated with anti-PD1 Abs. The baseline serum levels of PAI-1 and the best response to anti-PD1 Abs in each patient in cohort 2 are presented in Table 2. The threshold value of PAI-1 at baseline to distinguish responders from non-responders was 2.860 ng/ml. The sensitivity and specificity of the baseline serum PAI-1 in advanced melanoma were 71.4% and 76.5%, respectively (p=0.0016; Figure 2). High baseline serum levels of PAI-1 were significantly correlated with resistance to nivolumab in patients with advanced melanoma (p=0.0020) (Figure 2).

Figure 2

CD163+ Tumor-Associated Macrophages (TAMs) and the Efficacies of Anti-PD1 Abs in Melanoma

Since PAI-1 polarized TAMs toward proinflammatory and M2 phenotypes (6), the correlation between the ratio of TAMs among tumor-infiltrating lymphocytes (TILs) and the efficacies of anti-PD1 Abs were evaluated in melanoma patients. IHC staining for CD163, which is a commonly used marker for M2 macrophages (8), was performed, and the percentage of CD163+ TAMs in melanoma was quantitatively analyzed (Supplementary Figure 1). There was no significant correlation between the ratio of CD163+ macrophages among tumour-infiltrating cells and the efficacy of anti-PD1 Abs for melanoma (p=0.4288).

Immunomodulatory Effects of PAI-1 on CD163+ Macrophages In Vitro

Since the ratio of CD163+ TAMs was not different between the responder group and the non-responder group, to further examine the immunomodulatory roles of PAI-1 on TAMs in the tumor microenvironment, CD163+ M2 macrophages were generated from CD14+ monocytes and stimulated by recombinant PAI-1 in vitro (4). PAI-1 decreased the production of CXCL10 and CCL22 (Figure 3), suggesting that PAI-1 might decrease the TILs in melanoma. In contrast, PAI-1 increased the production of CXCL5, suggesting that PAI-1 might increase the tumor infiltrating CXCR2+ myeloid-derived suppressor cells (MDSCs) and tumor-associated neutrophils (TANs) (Figure 3), both of which are known to be immunosuppressive cells 12. There was no significant difference of the production of CCL20, suggesting that PAI-1 might not effect on the production of CCL20 from TAMs (Figure 3).

Figure 3

TILs Were Decreased in PAI-1 Highly Expressing Melanoma

To further confirm immunomodulatory effects of PAI-1 on TAMs in melanoma patients, we employed IHC staining for CD8 in each patient in cohort 1. The percentage of CD8+ cells per all tumor-infiltrating leukocytes was automatically counted and quantitatively analyzed by BZ-X800. The absolute number of CD8+ cells per mm2 was automatically counted by BZ-X800. The absolute number of CD8+ cells per mm2 was significantly increased in a low PAI-1 expression group than that of a high PAI-1 expression group (Figure 4).

Figure 4

Discussion

Plasminogen activator inhibitor-1 (PAI-1) is highly expressed in various types of tumors including melanoma (9), and various pro-tumorigenic functions of PAI-1 in cancer progression and metastasis have been widely reported (9). Among them, tumor-associated inflammation is one of the key pro-tumorigenic functions of PAI-1 (10). Indeed, PAI-1 stimulates the recruitment of fibrosis-inducing cells and macrophages. For example, tumor-derived PAI-1 promotes the migration of monocytes and polarizes tumor-associated macrophages (TAMs) towards proinflammatory phenotypes (7), leading to the production of proinflammatory and angiogenesis-promoting factors such as IL-1, IL-8, CCL2, CCL3, CCL5, and VEGF (11). Via an autocrine loop, IL-6 activates signal transduction and activator of transcription (STAT) 3 in monocytes, leading to an increase in the expression of arginase, IL-10, and CD163. Moreover, the expression of these M2-associated markers increases in parallel with immune checkpoints such as B7-homolog superfamily, including B7-H1 (PD-L1) (8). These reports suggested that PAI-1 promotes pro-tumorigenic, immunosuppressive functions through TAMs.

TAMs play various immunosuppressive roles in melanoma (8). For example, TAMs express immune checkpoint modulators that directly suppress activated T cells (12). In addition, TAMs produce various chemokines that attract other immunosuppressive cells such as Tregs and precursors of TAMs to maintain the immunosuppressive tumor microenvironment (8, 13, 14). Notably, TAM-related chemokines, such as CXCL5, CXCL10, and CCL22, as well as a TAM-activation marker, soluble (s)CD163, could be predictive markers for efficacy and immune-related adverse events (irAEs) in anti-PD1 Abs-treated advanced melanoma patients (15–17). In aggregate, TAMs and TAM-related factors could be important biomarkers to predict the efficacies of anti-PD1 Abs in advanced melanoma patients.

From the above findings, we hypothesized that PAI-1 expression on melanoma cells is correlated with the efficacy of anti-PD1 Abs for unresectable melanoma patients. Indeed, the present data suggested that both the expression levels of PAI-1 on melanoma cells and serum PAI-1 levels were significantly correlated with the efficacy of anti-PD1 Abs in advanced melanoma patients. Since the efficacy of anti-PD1 Abs correlates with the number of TILs at the tumor site in various cancers (5), the decreased chemokine production from TAMs might abrogate the anti-tumor immune response against melanoma. In addition, PAI-1 also increased CXCL5 production, suggesting that PAI-1 might increase the immunosuppressive CXCR2+ MDSCs and TANs. Moreover, as a previous report suggested, PAI-1 decreases PD-L1 expression on melanoma cells to abrogate the efficacy of anti-PD-L1 Abs in mouse melanoma models, suggesting another mechanism of inducing tolerance to anti-PD1 Abs (2). Indeed, The PD-L1 expression in a low PAI-1 expression group is significantly higher than that in a high PAI-1 expression group. Furthermore, the number of CD8+ cells in a low PAI-1 expression group was significantly increased than that in a high PAI-1 expression group. In aggregate, PAI-1 induces resistance to anti-PD1 Abs in melanoma, and co-administration of PAI-1 inhibitors might improve the anti-melanoma effects of anti-PD1 Abs. To prove this hypothesis, from September 2021, we have started a phase II study investigating the safety and efficacy of TM5614, a novel PAI-1 inhibitor with better oral bioavailability that selectively inhibits PAI-1 activity (18), in combination with nivolumab in the treatment of unresectable malignant melanoma (jRCT2021210029).

Funding

This study was supported in part by the Japan Agency for Medical Research and Development (21ym0126041h0001).

Publisher’s Note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Statements

Data availability statement

The original contributions presented in the study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding author.

Ethics statement

The protocol was approved by the institutional review board of Tohoku University Hospital. This study was approved by the ethics committee of Tohoku University Graduate School of Medicine, Sendai, Japan (2020-1-759). The patients/participants provided their written informed consent to participate in this study.

Author contributions

TH and TF designed the research study. KO and TF collected and analyzed the data. KO, YK, and TF treated the patients and collected the clinical data and samples. TF wrote the manuscript. TF supervised the study. All authors contributed to the article and approved the submitted version.

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Supplementary material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fonc.2021.798385/full#supplementary-material

Supplementary Figure 1

Sections of melanoma from an anti-PD1 Abs non-responding patient (A) and a responding patient (B) were deparaffinized and stained using anti-PAI-1 antibodies. Sections were developed with liquid permanent red. The percentages of IHC-positive cells per all tumor-infiltrating cells were automatically counted by BZ-X800 (C). Scale bar, 100 µm.

References

  • 1

    ThapaBKooBHKimYHKwonHJKimDS. Plasminogen Activator Inhibitor-1 Regulates Infiltration of Macrophages Into Melanoma via Phosphorylation of FAK-Tyr925. Biochem Biophys Res Commun (2014) 450(4):1696–701. doi: 10.1016/j.bbrc.2014.07.070

  • 2

    TsengYJLeeCHChenWYYangJLTzengHT. Inhibition of PAI-1 Blocks PD-L1 Endocytosis and Improves the Response of Melanoma Cells to Immune Checkpoint Blockade. J Invest Dermatol (2021) 141(11):2690–98. doi: 10.1016/j.jid.2021.03.030

  • 3

    TzengHTYangJLTsengYJLeeCHChenWJChyuanIT. Plasminogen Activator Inhibitor-1 Secretion by Autophagy Contributes to Melanoma Resistance to Chemotherapy Through Tumor Microenvironment Modulation. Cancers (Basel) (2021) 13(6):1253. doi: 10.3390/cancers13061253

  • 4

    FujimuraTKambayashiYFurudateSAsanoMKakizakiAAibaS. Receptor Activator of Nuclear Factor Kappa-B Ligand (RANKL) Promotes the Production of CCL17 From RANK+ M2 Macrophages. J Invest Dermatol (2015) 135(11):2884–7. doi: 10.1038/jid.2015.209

  • 5

    TaubeJMKleinABrahmerJRXuHPanXKimJHet al. Association of PD-1, PD-1 Ligands, and Other Features of the Tumor Immune Microenvironment With Response to Anti-PD-1 Therapy. Clin Cancer Res (2014) 20(19):5064–74. doi: 10.1158/1078-0432

  • 6

    ChenSMorineYTokudaKYamadaSSaitoYNishiMet al. Cancer-Associated Fibroblast-Induced M2-Polarized Macrophages Promote Hepatocellular Carcinoma Progression via the Plasminogen Activator Inhibitor-1 Pathway. Int J Oncol (2021) 59(2):59. doi: 10.3892/ijo.2021.5239

  • 7

    KubalaMHPunjVPlacencio-HickokVRFangHFernandezGESpostoRet al. Plasminogen Activator Inhibitor-1 Promotes the Recruitment and Polarization of Macrophages in Cancer. Cell Rep (2018) 25(8):2177–2191.e7. doi: 10.1007/s10555-019-09806-4

  • 8

    FujimuraTKambayashiYFujisawaYHidakaTAibaS. Tumor-Associated Macrophages: Therapeutic Targets for Skin Cancer. Front Oncol (2018) 8:3. doi: 10.3389/fonc.2018.00003

  • 9

    LiSWeiXHeJTianXYuanSSunL. Plasminogen Activator Inhibitor-1 in Cancer Research. BioMed Pharmacother (2018) 105:83–94. doi: 10.1016/j.biopha.2018.05.119

  • 10

    KubalaMHDeClerckYA. The Plasminogen Activator Inhibitor-1 Paradox in Cancer: A Mechanistic Understanding. Cancer Metastasis Rev (2019) 38(3):483–92. doi: 10.1007/s10555-019-09806-4

  • 11

    JohnsonDEO’KeefeRAGrandisJR. Targeting the IL-6/JAK/STAT3 Signalling Axis in Cancer. Nat Rev Clin Oncol (2018) 15(4):234–48. doi: 10.1038/nrclinonc.2018.8

  • 12

    FujimuraTRingSUmanskyVMahnkeKEnkAH. Regulatory T Cells Stimulate B7-H1 Expression in Myeloid-Derived Suppressor Cells in Ret Melanomas. J Invest Dermatol (2012) 132(4):1239–46. doi: 10.1038/jid.2011.416

  • 13

    NoyRPollardJW. Tumor-Associated Macrophages: From Mechanisms to Therapy. Immunity (2014) 41(1):49–61. doi: 10.1016/j.immuni.2014.06.010

  • 14

    FujimuraTAibaS. Significance of Immunosuppressive Cells as a Target for Immunotherapies in Melanoma and Non-Melanoma Skin Cancers. Biomolecules (2020) 10:E1087. doi: 10.3390/biom10081087

  • 15

    FujimuraTSatoYTanitaKLyuCKambayashYAmagaiRet al. Association of Baseline Serum Levels of CXCL5 With the Efficacy of Nivolumab in Advanced Melanoma. Front Med (Lausanne) (2019) 6:86. doi: 10.3389/fmed.2019.00086

  • 16

    FujimuraTSatoYTanitaKKambayashiYOtsukaAFujisawaYet al. Serum Soluble CD163 and CXCL5 Could be Predictive Markers for Immune Related Adverse Event in Patients With Advanced Melanoma Treated With Nivolumab. Oncotarget (2018) 9(21):15542–51. doi: 10.18632/oncotarget.24509

  • 17

    FujimuraTSatoYTanitaKKambayashYOtsukaAFujisawaYet al. Serum Level of Soluble CD163 may be a Predictive Marker of the Effectiveness of Nivolumab in Patients With Advanced Cutaneous Melanoma. Front Oncol (2018) 8:530. doi: 10.3389/fonc.2018.00530

  • 18

    YahataTIbrahimAAHiranoKIMugurumaYNakaKHozumiKet al. Targeting of Plasminogen Activator Inhibitor-1 Activity Promotes Elimination of Chronic Myeloid Leukemia Stem Cells. Haematologica (2021) 106(2):483–94. doi: 10.3324/haematol.2019.230227

Summary

Keywords

melanoma, PAI-1, TAMs, Anti-PD1 Abs, efficacy

Citation

Ohuchi K, Kambayashi Y, Hidaka T and Fujimura T (2021) Plasminogen Activating Inhibitor-1 Might Predict the Efficacy of Anti-PD1 Antibody in Advanced Melanoma Patients. Front. Oncol. 11:798385. doi: 10.3389/fonc.2021.798385

Received

20 October 2021

Accepted

05 November 2021

Published

29 November 2021

Volume

11 - 2021

Edited by

Motoki Nakamura, Nagoya City University, Japan

Reviewed by

Tetsuya Magara, Nagoya City University, Japan; Tadahiro Kobayashi, Kanazawa University, Japan

Updates

Copyright

*Correspondence: Taku Fujimura,

This article was submitted to Skin Cancer, a section of the journal Frontiers in Oncology

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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