Abstract
Purpose
To assess the efficacy and safety of concurrent hypofractionated radiotherapy plus anti-PD-1 antibody and SOX chemotherapy in the treatment of metastatic pancreatic cancer (mPC) after failure of first-line chemotherapy.
Methods
Patients with pathologically confirmed mPC who failed standard first-line chemotherapy were enrolled. The patients were treated with a regimen of hypofractionated radiotherapy, SOX chemotherapy, and immune checkpoint inhibitors at our institution. We collected the patients’ clinical information and outcome measurements. The median progression-free survival (mPFS) was the primary endpoint of the study, followed by disease control rate (DCR), objective response rate (ORR), median overall survival (mOS) and safety. Exploratory analyses included biomarkers related to the benefits.
Results
Between February 24, 2021, and August 30, 2023, twenty-five patients were enrolled in the study, and twenty-three patients who received at least one dose of the study agent had objective efficacy evaluation. The mPFS was 5.48 months, the mOS was 6.57 months, and the DCR and ORR were 69.5% and 30.4%, respectively. Among the seven patients who achieved a PR, the median duration of the response was 7.41 months. On-treatment decreased serum CA19-9 levels were associated with better overall survival. Besides, pretreatment inflammatory markers were associated with tumor response and survival.
Conclusions
Clinically meaningful antitumor activity and favorable safety profiles were demonstrated after treatment with these combination therapies in patients with refractory mPC. On-treatment decreased serum CA19-9 levels and pretreatment inflammatory markers platelet-to-lymphocyte ratio (PLR), lymphocyte-to-monocyte ratio (LMR), lactate dehydrogenase (LDH) might be biomarkers related to clinical benefits.
Clinical trial registration: https://www.chictr.org.cn/showproj.html?proj=130211, identifier: ChiCTR2100049799, date of registration: 2021–08-09.
Supplementary Information
The online version contains supplementary material available at 10.1007/s00262-024-03744-z.
Keywords: Metastatic pancreatic cancer, Immune checkpoint inhibitors, Hypofractionated radiotherapy, SOX chemotherapy, Second-line therapy
Introduction
Pancreatic ductal adenocarcinoma (PDAC) is one of the deadliest solid tumors, and the 5-year survival rate is the lowest among various cancers (9% for all stages) [1]. Due to the tendency for late diagnosis, early metastatic nature, aggressive local invasion, and resistance to systemic therapy [2, 3], the prognosis of patients with PDAC remains dismal. Even in patients undergoing curative resection, survival remains poor, with a 5-year survival rate less than 20% and a 5-year overall survival (OS) lower than 7% [4]. Based on the result of phase 3 NAPOLI-1 trial, nanoliposomal irinotecan/5-FU/leucovorin is the only approved second-line treatment for patients suffering from metastatic pancreatic ductal adenocarcinoma (mPDAC) [5]. The median OS duration for patients treated with nal-IRI + 5-FU/LV was 6.1 months, compared to 4.2 months for those receiving 5-FU/LV. Additionally, the overall response rate was 16% in patients treated with nal-IRI + 5-FU/LV, whereas it was only 1% in those receiving 5-FU/LV. However, the combination chemotherapy group had a higher occurrence of grade 3/4 adverse reactions. Additionally, the patients receiving second-line treatment for advanced pancreatic cancer have such poor physical condition that they may be unable to tolerate this combined chemotherapy regimen. 5-Fu-based chemotherapy or capecitabine-based chemotherapy are also used after progression under gemcitabine-based therapy [6]. S-1 monotherapy in gemcitabine-refractory metastatic pancreatic cancer has been reported to show some efficacy in a previous phase II trial, the objective response rate (ORR) was 4.7%, overall survival (OS) was 5.5 months, and most of those adverse reactions were tolerable [7]. In Japan, S-1 is commonly used for the treatment of gemcitabine-refractory metastatic pancreatic cancer. In the phase II study of S-1 for pancreatic cancer resistant to GEM, the objective response rate (ORR) was 15%, median progression-free survival (PFS), and overall survival (OS) were only 2.0 months and 4.5 months, respectively, and most of those adverse reactions were tolerable [8]. Whereas, no regimen has demonstrated superiority in the second-line, and there is urgent need for innovative therapies to address the challenges associated with this disease.
Immunotherapy represents a promising development in the treatment of cancer; conversely, the results of investigations into its efficacy as immunotherapy alone for PDAC have mostly been disappointing [9–11]. Immunotherapy can achieve clinical benefits in only a small subset of PC patients displaying microsatellite instability (MSI) or mismatch repair (MMR) deficiency [12]. This may be attributed to the low TMB and poor microenvironment of pancreatic cancer. Preclinical studies have indicated that chemotherapy can induce immunogenic apoptosis of tumor cells, enhancing T-cell infiltration, and reactivity [13–15]. Thus, combining chemotherapy and immune checkpoint inhibitors (ICIs) may enhance the immune response against tumors in pancreatic cancer. However, the results of these combination therapies were disappointing. Wainberg et al. [16] reported that the combination of nivolumab and gemcitabine or nab-paclitaxel did not improve the response rate of patients with advanced pancreatic cancer, while Weiss et al. [17] reported a slightly improved response rate to chemoimmunotherapy in patients with metastatic pancreatic cancer. Therefore, studies combining ICIs with novel therapeutics to improve clinical treatment efficacy are emerging in preclinical and clinical settings [18–21].
Radiotherapy (RT) has a long history in the treatment of tumors. RT has been reported to be a beneficial treatment for many types of cancers [22, 23] and can improve the local control rate and delay postoperative recurrence. Although the use of RT alone for pancreatic cancer treatment is rare due to the spatial location of the cancer, the benefits of RT alone or combined with chemotherapy for pancreatic cancer treatment are still under debate [23–25]. Therefore, the combination of RT and ICIs may provide a rational strategy for pancreatic cancer treatment. Preclinical studies have shown that the addition of RT to immunotherapy can have a synergistic effect and enhance antitumor activity [26–28]. It is hypothesized that local RT can induce immunological death of tumors, increase the presentation of neoantigens within the tumor stroma and improve immune cell infiltration, thereby stimulating antitumor immunity [29].
In recent clinical trials, the combination of immunotherapy with stereotactic body radiotherapy (SBRT) has demonstrated clinically meaningful antitumor activity and favorable safety profiles [30, 31]. This combination has resulted in a disease control rate of up to 30% in patients with refractory PDAC. A phase II study conducted by our team revealed that PD-1 blockage combined with chemoradiotherapy as a preoperative therapy is potentially effective, resulting in a high ORR and an outstanding R0 resection rate without serious adverse reactions or postoperative complications [32]. Based on successful regimens and promising clinical trials, we conducted this trial. Our objective was to investigate the safety and effectiveness of combining PD-1 blockade with chemoradiotherapy as a second-line therapy for patients with metastatic pancreatic cancer who did not respond to first-line gemcitabine chemotherapy.
Methods
Patient population
This was a single-arm, open-label, phase II study to determine the safety and efficacy of SOX/anti-PD-1 antibody/hypofractionation radiotherapy in patients with gemcitabine-refractory mPC from February 24, 2021 to August 30, 2023, at the Comprehensive Cancer Centre of Drum Tower Hospital, Clinical Cancer Institute of Nanjing University. Prior to therapy, written informed consent was obtained from all patients. The ethical committee of Nanjing Drum Tower Hospital granted approval for this study. Flow diagram of the study population is shown in Fig. 1. The details of the inclusion and exclusion criteria are presented in Table S1.
Fig. 1.
Flow diagram of the study population. Abbreviations: CT, computed tomography; MRI, magnetic resonance imaging
Treatment
Patients received S-1 (25 mg/m2) orally twice/day for 2 weeks, followed by 1 week of rest, intravenous oxaliplatin (130 mg/m2) on day 1 of each 3-week cycle and anti-PD-1 antibody (sintilimab, toripalimab) intravenously (200 mg and 240 mg, respectively) on day 1 of each 3-week cycle. Concurrent radiotherapy was administered to patients after the completion of one cycle of systemic therapy. Computerized tomography (CT) simulation was conducted approximately one week after the first cycle of chemotherapy plus immunotherapy, and a gross target volume (GTV) was generated based on the complete extent of one to three distant metastases per the researchers’ and radiation therapy technologists’ discretion as delineated in each CT phase. A clinical target volume (CTV) was then generated, with a 0.5 cm expansion around the GTV. The planning organ at risk volume (PRV) was then defined as a 1-cm expansion of the gastrointestinal tract, and the planned gross tumor volume (PGTV) was defined as a 0.3-cm expansion from the GTV, with the PRV subtracted. The PTV was defined as a 0.5-cm expansion around the CTV. SBRT was administered daily, with a total dose of 24 Gy/3f delivered at the PGTV and 15 Gy/3f delivered at the PTV concurrently with the second cycle of chemotherapy and immunotherapy.
Treatment interruptions, dose reductions, and supportive care were allowed for effective management of any adverse events (AEs) experienced by patients. Treatment was continued until the occurrence of progressive disease (PD), intolerable toxicity, withdrawal of consent, or any other factor necessitating discontinuation of treatment. In patients who experienced grade 3 or higher AEs, treatment was suspended, and AEs were treated until they disappeared or reached grade 1 or 2. If patient experienced grade III hematological toxicity, the chemotherapy dosage is reduced by 20%. For patients experiencing PD, survival data were tracked until completion of the study. For those who discontinued treatment for other reasons, tumor response and safety profiles were evaluated every 2 months until disease progression or completion of the study.
Assessment
The assessment of tumor response via CT scans was carried out according to the RECIST v.1.1 guidelines. This assessment was conducted at baseline and after every two cycles of treatment. The protocol necessitated the measurement of peripheral blood biomarkers at both baseline and after every two cycles of treatment. Blood samples were analyzed for peripheral neutrophil, lymphocyte, NK cell, peripheral blood eosinophil count (PBEC), neutrophil- to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), lymphocyte-to-monocyte ratio (LMR), lactate dehydrogenase (LDH) as well as carbohydrate antigen 19–9 (CA19-9) levels. Patients who had normal CA19-9 levels (< 27 U/mL) at baseline were excluded from the CA19-9 response assessment because they were less likely to display a significant decrease in CA19-9 levels. Furthermore, if the CA19-9 concentration exceeded 27, the response was evaluated. Moreover, immunostaining of PD-L1 with VENTANA PD-L1 (SP263) antibody in tumor biopsies were also performed in 7 patients. PD-L1 positive was defined as tumor cell positivity rate (TC +) higher than 1%. All AEs were recorded and rated based on the National Cancer Institute Common Terminology Criteria (NCI-CTCAE) version 5.0. The AEs were graded for severity and evaluated at all patient visits from baseline to the short-term follow-up.
Endpoints
The primary outcome of the trial was progression-free survival (PFS). PFS was defined as survival without any progressive disease from the date of enrollment. The secondary endpoints were safety, median overall survival (OS), disease control rate (DCR), and objective response rate (ORR). OS was defined as the duration from the date of enrollment to the date of death from any cause. The DCR refers to the percentage of patients with remission and stable disease among the population. The ORR is defined as the proportion of patients who achieve a complete response (CR) or partial response (PR) based on the Response Evaluation Criteria in Solid Tumors (RECIST). The exploratory endpoints included analyses of biomarkers associated with clinical efficacy outcomes.
Statistical analysis
The study is an open-label, single-arm, phase II clinical trial with plans to enroll 25 eligible participants. The sample size was not determined based on statistical hypotheses. The baseline demographic and clinical characteristics will be presented using descriptive analyses such as tables and charts. Statistical analysis was conducted using SAS statistical software version 9.4 by the SAS Institute. In the intention-to-treat population, efficacy and safety outcome analyses were performed on patients who underwent one or more posttreatment scans. Categorical variables, including patients with objective response or adverse events, will be summarized by descriptive statistical analysis with a 95% confidence interval using the Wilson score method. Continuous variables will be expressed as the median (range). Fisher's exact test was employed to assess response differences (ORRs) and other binary outcomes among the clinical subgroups. Furthermore, we generated Kaplan‒Meier plots for PFS and OS, and the log-rank test was used to compare the survival functions among different subgroups. Exploratory univariate analyses were conducted with the log-rank test using the following variables: age, sex, ECOG score, CA19-9, and number of metastatic sites. Responses and adverse events were both aggregated as frequency counts and percentages. The optimal cutoff values for PLR, LMR, and LDH were 125, 2.5, and 200, respectively, and were determined using R Foundation (version 4.0.1) and SPSS software (version 26.0). For all analyses, a p value less than 0.05 was considered indicative of statistical significance.
Results
Baseline demographic and clinical characteristics
From February 24, 2021, to August 30, 2023, a cohort of 25 patients diagnosed with mPC was enrolled in our study. Of these, 23 patients included in the intention-to-treat (ITT) analysis received at least one cycle of PD-1 plus SOX therapy and concurrent radiotherapy until their last follow-up on August 30, 2023. The majority of patients (n = 12, 52.2%) were female, with an average age of 65.3 (IQR 53–80) years and an Eastern Cooperative Oncology Group Performance Status (ECOG PS) of 0 (n = 6, 26.1%), 1 (n = 15, 65.2%), or 2 (n = 2, 8.7%). The baseline demographics and clinical characteristics of the patients at treatment initiation are presented in Table 1. This section summarizes the key features and patient recruitment status of our research.
Table 1.
Baseline patient and demographic and disease characteristics
| Characteristic | N = 23 |
|---|---|
| Age | |
| Mean (SD) | 65.3 (8.00) |
| Median [Min, Max] | 66.0 [53.0, 80.0] |
| Gender | |
| Female | 12 (52.2%) |
| Male | 11 (47.8%) |
| BMI | |
| Mean (SD) | 21.7 (2.66) |
| Median [Min, Max] | 21.6 [16.0, 27.6] |
| Primary site of cancer | |
| Body | 4 (17.4%) |
| Body-tail | 8 (34.8%) |
| Head | 8 (34.8%) |
| Tail | 3 (13.0%) |
| Surgery | |
| NO | 20 (87.0%) |
| YES | 3 (13.0%) |
| Duration day of first-line treatment | |
| Mean (SD) | 204 (201) |
| Median [Min, Max] | 157 [34.0, 1060] |
| Radiotherapy site | |
| Liver | 12 (52.2%) |
| Not Liver | 11 (47.8%) |
| Number of distant metastases | |
| Mean (SD) | 1.61 (1.08) |
| Median [Min, Max] | 1.00 [0, 4.00] |
| BaselineCA199 | |
| Mean (SD) | 3450 (8760) |
| Median [Min, Max] | 445 [0.600, 41700] |
| BestefficacyCA199 | |
| Mean (SD) | 2570 (3470) |
| Median [Min, Max] | 577 [2.00, 11700] |
| ChangeOfCA199 | |
| Mean (SD) | -873 (8050) |
| Median [Min, Max] | -0.0600 [-36200, 6670] |
| ΔCA199 | |
| Decrease | 12 (52.2%) |
| Increase | 11 (47.8%) |
Efficacy
A total of 23 patients were included in the final analysis. At the time of data cutoff, 7 patients achieved a PR, 9 patients achieved stable disease (SD), and 7 patients had progressive disease (PD). The ORR was 30.43%, and the DCR was 69.57% (Table 2). The overall treatment results are presented using swimmer charts in Fig. 2a. Notably, four exceptional responders had a continuing response after inclusion and are still alive. Regarding survival outcomes, the median PFS and OS were 5.48 (95% CI, 3 to not reached) and 6.57 months (95% CI, 4.46 to 17.4), respectively. The Kaplan‒Meier analysis of PFS and OS is shown in Fig. 2b‒c.
Table 2.
Statistical associations between baseline NLR, PLR, LMR, LDH, and tumor response
| NLR N (%) | PRL N (%) | LMR N (%) | LDH N (%) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Total(N = 23) N(%) | ≤ 3 | > 3 | P-value | < 125 | ≥ 125 | P-value | ≤ 2.5 | > 2.5 | P-value | ≤ 200 | > 200 | P-value | |
| Best overall response | |||||||||||||
| CR | 0(0) | 0(0) | 0(0) | 0(0) | 0(0) | 0(0) | 0(0) | 0(0) | 0(0) | ||||
| PR | 7(30.43) | 5 (71.43) | 2 (28.57) | 6(85.71) | 1(14.29) | 7(100) | 0(0) | 1(14.28) | 6(85.71) | ||||
| SD | 9(39.14) | 7 (77.78) | 2 (22.22) | 2(22.22) | 7(77.78) | 4(44.44) | 5(55.56) | 3(33.33) | 6(66.64) | ||||
| PD | 7(30.43) | 3 (42.85) | 4 (57.15) | 3(42.85) | 4(57.15) | 2(28.57) | 5(71.43) | 6(85.71) | 1(14.29) | ||||
| DCR(CR + PR + SD) | 69.57 | 12 (80) | 4 (50%) | 0.1819 | 72.72 | 66.67 | 1 | 84.61 | 50 | 0.1688 | 40 | 92.3 | 0.0186 |
| ORR(CR + PR) | 30.43 | 5 (33.3) | 2 (25%) | 1 | 54.55% | 8.33% | 0.0272 | 53.84 | 0 | 0.0075 | 10 | 46.15 | 0.0886 |
P values in bold indicates the statistically significant differences (P < 0.05), which indicate better results than other groups
Fig. 2.
Treatment response and survival analysis A Duration of responses of patients in the ITT population. The length of each bar represents the duration of treatment of each patient. B and C The Kaplan–Meier curves of B PFS and C OS in all enrolled patients
Safety
Hematological and nonhematological toxicities during our treatment are summarized in Table 3. No patients died of treatment-related adverse events (TRAEs). A total of 23 patients experienced TRAEs of any grade, possibly due to the poor physical condition of the patient after the failure of first-line treatment. Among them, 7 patients had grade 3/4 TRAEs. The most commonly observed grade 3/4 TRAEs included lymphocytopenia (22%), thrombocytopenia (17%), anemia (13%), increased aspartate transaminase (AST) levels (13%), leukocytopenia (9%), neutropenia (9%), hypopotassemia (4%), toxic epidermal necrolysis (4%), and vomiting (4%). None of the patients experienced any serious immune-related AEs, such as autoimmune myocarditis or pneumonitis.
Table 3.
Summary of adverse events by severity
| Adverse events | Any grade, n (%) | Grades 3–4, n (%) | Treatment-related grade ≥ 3, n (%) |
|---|---|---|---|
| Hematological toxicity | |||
| Anemic | 14(61) | 3(13) | 3(13) |
| Thrombocytopenia | 13(57) | 4(17) | 4(17) |
| Leukocytopenia | 11(48) | 2(9) | 2(9) |
| Neutropenia | 9(39) | 2(9) | 2(9) |
| Non-hematological | |||
| Fatigue | 12(52) | 0 | 0 |
| Poor appetite | 10(43) | 0 | 0 |
| Vomiting | 10(43) | 0 | 0 |
| Nausea | 7(30) | 0 | 0 |
| Diarrhea | 6(26) | 0 | 0 |
| Rash | 6(26) | 0 | 0 |
| Hyponatremia | 5(22) | 0 | 0 |
| Increased AST level | 4(17) | 2(9) | 0 |
| Numbness | 4(17) | 0 | 0 |
| Fever | 4(17) | 0 | 0 |
| Pigmentation | 4(17) | 0 | 0 |
| Constipation | 3(13) | 0 | 0 |
| Increased ALT level | 2(9) | 0 | 0 |
| Insomnia | 2(9) | 0 | 0 |
| Increased total bilirubin | 1(4) | 0 | 0 |
| Hypopotassemia | 1(4) | 0 | 0 |
| Toxic epidermal necrolysis | 0 | 1(4) | 1(4) |
Association between CA19-9 decline and tumor response
CA19-9 is a widely recognized biomarker because of its predictive value and ability to indicate abnormal glycosylation in pancreatic cancer [33]. Notably, a normal baseline CA19-9 level and decreased CA19-9 level after treatment is associated with prolonged survival in pancreatic cancer patients. In our own investigation, we confirmed that changes in the baseline and optimal efficacy assessment times of CA19-9 levels were associated with improved overall survival and progression-free survival rates. Specifically, patients with a decrease in CA19-9 reached an mOS of 14.29 vs. 5.34 months in patients without a decrease in CA19-9 (p = 0.0033), and patients with a decrease in CA19-9 reached an mPFS of 10.6 vs. 3.1 months in patients without a decrease in CA19-9 (p = 0.0073) (Fig. 3a-b).
Fig. 3.
Association between peripheral blood biomarkers and treatment response A and B The Kaplan–Meier curves of A PFS and B OS of patients stratified by CA19-9 change between baseline and optimal efficacy assessment time (decline vs. elevated). C and D The Kaplan–Meier curves of C PFS and D OS of patients stratified by PBEC (declined vs. elevated). (E and F) The Kaplan–Meier curves of E PFS and F OS of patients stratified by Neutrophil (declined vs. elevated). G and H The Kaplan–Meier curves of G PFS and H OS of patients stratified by NK cell (declined vs. elevated). I and J The Kaplan–Meier curves of I PFS and J OS of patients stratified by CD3 (declined vs. elevated). K and L The Kaplan–Meier curves of K PFS and L OS of patients stratified by CD4/CD8 (declined vs. elevated)
Associations between peripheral blood biomarkers and tumor response
In clinical settings, the primary biomarkers used to forecast the effectiveness of immunotherapy typically include the expression of PD-L1, the level of TMB, and the status of MSI [34]. In our study, we performed immunofluorescence histochemical (IHC) analysis at the protein level on tumor biopsies from 7 patients before treatment, and one of them had biopsy after treatment due to insufficient tumor tissue obtained from biopsies. All of these 7 patients were PD-L1 negative and one patient showed high expression of PD-L1 after 3 cycles of immunotherapy combined chemoradiotherapy [35]. Given the relatively low expression levels of PD-L1 in our study group, we refrained from exploring its correlation with tumor response.
In the prespecified exploratory analysis, we assessed the correlation between clinical response and peripheral blood biomarkers that are known to be associated with the response to immunotherapy. Reportedly, PBEC is associated with a better response to immunotherapy for metastatic triple-negative breast cancer [36]. Therefore, we sought to investigate the relationship between alterations in PBEC during treatment and the clinical response. Indeed, changes in PBEC during treatment were associated with a better OS trend; however, this difference was not statistically significant. The mOS was 12.97 months for patients with elevated PBECs and 6.53 months for patients with decreased PBECs (p = 0.27; Fig. 3c-d). We hypothesized that the limited sample size in our study may have influenced predictive ability. Therefore, further research with larger samples is required to strengthen our findings. Moreover, we also investigate the relationship between alterations in Neutrophil, NK cell, CD3 + T-cell, and CD4/CD8 ratio during treatment and the clinical response. None of these biomarkers can help to estimate the efficacy of the therapy (Fig. S1a-h).
Associations between pretreatment inflammatory markers and tumor response
In our study, analysis of the relationship between inflammatory markers in peripheral blood and treatment response was conducted. A higher ORR was observed in patients with PLR > 125 (vs PLR ≤ 125, P = 0.0237), LMR > 2.5 (vs LMR ≤ 2.5, P = 0.0075); however, the ORR in these groups was not statistically significant. Furthermore, a higher DCR (92.3.0% vs. 40%, P = 0.0186) was observed in patients with LDH > 200. However, the ORR in this group did not reach statistical significance (Table 2). Patients with LDH-H (LDH > 200) had superior mPFS than those with LDH-L (LDH ≤ 200) (mPFS 8.01 vs. 2.73 months, P = 0.047) (Fig. 4e). Patients with PLR-H (PLR > 125) and LMR-H (LMR > 2.5) had superior mOS than those with PLR-L (PLR ≤ 125) (mOS 11.5 vs. 5.81 months, P = 0.047) and LMR-L (LMR ≤ 2.5) (mOS 11.5 vs. 4.46 months, P = 0.003) (Fig. 4b, d).
Fig. 4.
Kaplan–Meier analysis of survival and pretreatment inflammatory markers. PFS and OS based on PLR A-B, LMR C-D, and LDH level E–F. Abbreviations: PFS progression-free survival, OS overall survival, PLR platelet-to-lymphocyte ratio, LMR lymphocyte-to-monocyte ratio, LDH lactate dehydrogenase, HR hazard ratio, CI confidence interval
Discussion
Pancreatic cancer is a difficult disease to treat, with low survival rates and reduced quality of life due to internal invasion and related complications. Almost all PC patients exhibit disease progression within a few months after receiving traditional treatments [37]. Surgical resection can improve patients’ long-term survival, but only a few patients can undergo surgical resection, about 50% of whom eventually experience tumor recurrence even after receiving adjuvant chemotherapy [38]. Thus, PC is expected to become the second most common cause of cancer-related death by 2030 [39]. Recently, there have been dramatic improvements in preoperative therapy for pancreatic cancer through the combination of chemoimmunotherapy with concurrent radiotherapy. However, for advanced pancreatic cancer refractory to first-line therapy, effective treatment therapy is lacking, with an average ORR of 14%. Hence, new treatments for refractory pancreatic cancer are urgently needed to improve survival.
Immunotherapy has shown remarkable treatment efficacy in numerous cancers. However, due to inherent genetic mutations and the immunosuppressive environment, immunotherapy alone or combined with chemotherapy for pancreatic cancer has been disappointing [10]. In a phase 2 study conducted by Philip Agop Philip, the ORR was 3.1% in patients treated with combination immuno-oncology therapy (anti–programmed death–ligand 1 and anticytotoxic T-lymphocyte–associated antigen 4) [40]. Recently, the emergence of immunotherapy has led to increased attention focused on radiotherapy due to its ability to induce an immune response in addition to its cytotoxic effects [41]. To date, the optimal dose and fraction of radiotherapy for enhancing the effectiveness of PD-1/PD-L1 inhibitors remains undetermined. Preclinical studies revealed that radiation doses exceeding 5 Gy per fraction can generate in situ vaccination effects, improve T-cell infiltration, and increase PD-L1 expression [42, 43]. However, a higher single dose per fraction, 15 Gy per fraction, can inhibit the antitumor response and suppress the immune environment, yielding results associated with poor prognosis [44]. Preclinical and current clinical data suggest that SBRT at a dose of 8 Gy may act as a potent immunomodulator in advanced NSCLC. This treatment modality has the potential to enhance the immune response facilitated by immune checkpoint inhibitors as evidenced by recent studies [45–48]. The increased infiltration of lymphocytes can result in the transformation of tumors into inflamed tissues that are highly receptive to T-cell activation and assault. Thus, in our study, we chose an 8 Gy*3f radiation regimen for combination therapy. Regrettably, because insufficient tissue specimens were obtained before or after SBRT, we were unable to explore the impact of radiation therapy on the tumor microenvironment in these individuals. In addition, highly effective responses to immunotherapy can result in decreased tumor burden [49]. Chemotherapy can also induce immunogenic death of tumor cells and further enhance immunotherapy effects. The decreased tumor burden induced by RT and chemotherapy may contribute to enhanced responses to subsequent PD-1 antibody immunotherapy. Thus, combining immunotherapy, hypofractionated radiotherapy, and chemotherapy might be a promising approach for treating refractory metastatic pancreatic cancer patients.
Our study suggested that the combined approach of hypofractionated radiotherapy, anti-PD-1 antibody therapy, and chemotherapy provides noteworthy antitumor effectiveness and causes durable clinical response. In a phase 2 clinical trial, the clinical benefits and safety of nivolumab with or without ipilimumab in combination with stereotactic body radiotherapy (SBRT) in patients with refractory mPC were evaluated. The ORR and DCR in nivolumab with ipilimumab in combination with stereotactic body radiotherapy (SBRT) treatment group. The median PFS and OS were 1.6 (95% CI, 1.6 to 2.8) and 3.8 months (95% CI, 2.8 to 6.5), respectively [30]. Yoo and colleagues [50] did a randomized phase 2 trial comparing modified versions of FOLFOX (folinic acid, fluorouracil, and oxaliplatin) and FOLFIRI (folinic acid, fluorouracil, and irinotecan) regimens for treatment of gemcitabine-refractory advanced pancreatic cancer. However, in that study, the median overall survival was short (3·5 months with FOLFOX and 3·9 months with FOLFIRI). Moreover, in a global, phase 3, randomized clinical trial, the median OS and PFS in patients assigned nanoliposomal irinotecan plus fluorouracil and folinic acid was 6·1 months (95% CI 4·8–8·9) and 4·9 months [4·2–5·6]. Besides, The ORR was 16%. [5] The ORR and DCR of our study were 69.5% and 30.4%, respectively, which were greater than those of previously reported clinical trials. In addition, the mPFS of our study was 5.48 months, which is greater than the 4.9 months reported for NAPOLI-1. Notably, three patients did not reach mPFS at the last follow-up (August 30, 2023), and two patients had PFS greater than 1 year.
To our knowledge, decreased CA19-9 was associated with superior survival outcomes and clinical response in pancreatic cancer patients who received a preoperative treatment regimen of PD-1 blockade plus chemoradiotherapy, providing a viable predictive biomarker [32]. In our study, we also observed a significant association between decreased CA19-9 and prolonged PFS or OS in pancreatic cancer patients who received second-line therapy, which means that CA19-9 might be a viable predictive biomarker for second-line treatment. Early studies on ICIs have established a positive association between increased PBEC and improved survival rates in patients with melanoma [36]. In addition, an increased PBEC after ICI treatment has a positive correlation with a superior response to ICIs in several types of cancer [51, 52]. Eosinophils can infiltrate tumors and directly interact with tumor cells or indirectly reshape the tumor immune microenvironment [53]. However, the association between an increase in the PBEC and a superior response to ICIs in pancreatic cancer patients has not been reported. Thus, in our research, we observed that patients with elevated PBECs exhibited better OS trends, but the difference was not statistically significant, which might be due to the limited sample size.
Recently, inflammatory response factors, such as NLR, PLR, LMR, and LDH were found to be associated with tumor response and patients’ prognosis. In a retrospective study of peripheral blood markers predictive of the outcome in patients with advanced pancreatic cancer who underwent anti-PD-1 therapy, they found that patients had baseline NLR ≤ 2 achieved higher ORR and DCR, and patients with PLR ≤ 135, LMR > 2, and LDH ≤ 265 could also observed a higher DCR [54]. Given the crucial role of inflammation in the initiation, promotion, and advancement of cancer, we undertook analysis to investigate the link between peripheral blood inflammatory markers and clinical response. Intriguingly, we discovered that the initial PLR, LMR, and LDH level could forecast tumor response. In agreement with previous findings, higher LMR of our study cohort proved to be associated with higher ORR and mOS. Moreover, it should be emphasized that no clear cutoff values of the LMR have been agreed on. When examining our study cohort, we identified the optimal cutoff value to be 2.5, which is in the range of and in very good agreement with previously reported values varying from 2.05 to 4.62 [55]. Another inflammatory-based marker to be considered is represented by the PLR. In a meta-analysis of 17 cohorts, a low PLR was linked to longer mOS (HR = 1.28, 95% CI = 1.17–1.40, p = 0.00001). Cutoff values ranged from 126 to 300 [56]. In our study cohort, higher PLR was associated with superior mOS and higher ORR. We also found that pretreatment LDH levels appeared to be associated with DCR and OS, which did not align with previous reported data[57].
There are several limitations that should be acknowledged when interpreting our study. First, the small sample size and limited data may not accurately represent a broader population of pancreatic patients. Second, due to the invasive nature of sampling, we were unable to acquire tumor tissue before and after integrated immunotherapy. Hence, we could not investigate whether MSI/dMMR status and PD-L1 expression were altered following this treatment. As such, the association between these biomarkers and the benefits of our therapy could not be analyzed. Third, our study did not include a control group, and we only compared our results with data reported in previous studies. Finally, further research is required to elucidate the underlying mechanisms of our treatment.
In summary, this is a prospective clinical trial in which a regimen of chemoimmunotherapy concurrent with radiotherapy was adopted for patients with pancreatic cancer. These findings demonstrate notable potential for improving treatment efficacy in mPC patients after failure of first-line chemotherapy. Besides, the pretreatment peripheral blood marker NLR and decreased CA199 level during treatment might correlate with tumor response in patients treated with this regime.
Supplementary Information
Below is the link to the electronic supplementary material.
Author contributions
All authors contributed to the study conception and design. Material preparation and data collection were performed by QW, FT, LQ, YZ, JN, JL, BL, and JD. Data analysis was performed by QW, FT, WK, BL, and JD. The first draft of the manuscript was written by QW, and all authors commented and edited previous version of the manuscript. All authors read and approved the manuscript.
Funding
This work was supported by grants from the National Natural Science Foundation of China (No. 82103687); the CHEN Xiaoping Foundation for the Development of Science and Technology of Hubei Province (No. CXPJJH11900001-2019101), the Special Fund of Health Science and Technology Development of Nanjing (No. YKK20080), the National Natural Science Foundation of China (No. 82072926), and the Natural Science Foundation of Jiangsu Province (No. BK20191114), Nanjing Medical Science and technology development Foundation (No. YKK23077).
Declarations
Conflict of interest
The authors declare no conflict of interest.
Ethical approval
The studies involving human participants were reviewed and approved by The Committee on Medical Ethics of Nanjing Drum Tower Hospital. The patients/participants provided their written informed consent to participate in this study. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.
Footnotes
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Qin Wang and Fan Tong are contributed equally to the article.
Contributor Information
Baorui Liu, Email: baoruiliu@nju.edu.cn.
Juan Du, Email: dujuanglyy@163.com.
References
- 1.Siegel RL, Miller KD, Jemal A (2020) Cancer statistics, 2020. CA Cancer J Clin 70(1):7–30 10.3322/caac.21590 [DOI] [PubMed] [Google Scholar]
- 2.Feig C, Gopinathan A, Neesse A, Chan DS, Cook N, Tuveson DA (2012) The pancreas cancer microenvironment. Clin Cancer Res 18(16):4266–4276 10.1158/1078-0432.CCR-11-3114 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Matsuo Y, Ochi N, Sawai H, Yasuda A, Takahashi H, Funahashi H, Takeyama H, Tong Z, Guha S (2009) CXCL8/IL-8 and CXCL12/SDF-1alpha co-operatively promote invasiveness and angiogenesis in pancreatic cancer. Int J Cancer 124(4):853–861 10.1002/ijc.24040 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Kamisawa T, Wood LD, Itoi T, Takaori K (2016) Pancreatic cancer. Lancet 388(10039):73–85 10.1016/S0140-6736(16)00141-0 [DOI] [PubMed] [Google Scholar]
- 5.Wang-Gillam A, Li CP, Bodoky G, Dean A, Shan YS, Jameson G, Macarulla T, Lee KH, Cunningham D, Blanc JF, Hubner RA, Chiu CF, Schwartsmann G, Siveke JT, Braiteh F, Moyo V, Belanger B, Dhindsa N, Bayever E, Von Hoff DD, Chen LT (2016) Nanoliposomal irinotecan with fluorouracil and folinic acid in metastatic pancreatic cancer after previous gemcitabine-based therapy (NAPOLI-1): a global, randomised, open-label, phase 3 trial. Lancet 387(10018):545–557 10.1016/S0140-6736(15)00986-1 [DOI] [PubMed] [Google Scholar]
- 6.Tempero MA, Malafa MP, Al-Hawary M, Behrman SW, Benson AB, Cardin DB, Chiorean EG, Chung V, Czito B, Del Chiaro M, Dillhoff M, Donahue TR, Dotan E, Ferrone CR, Fountzilas C, Hardacre J, Hawkins WG, Klute K, Ko AH, Kunstman JW, LoConte N, Lowy AM, Moravek C, Nakakura EK, Narang AK, Obando J, Polanco PM, Reddy S, Reyngold M, Scaife C, Shen J, Vollmer C, Wolff RA, Wolpin BM, Lynn B, George GV (2021) Pancreatic adenocarcinoma, version 2.2021, NCCN clinical practice guidelines in oncology. J Natl Compr Canc Netw 19(4):439–457 10.6004/jnccn.2021.0017 [DOI] [PubMed] [Google Scholar]
- 7.Ge F, Xu N, Bai Y, Ba Y, Zhang Y, Li F, Xu H, Jia R, Wang Y, Lin L, Xu J (2014) S-1 as monotherapy or in combination with leucovorin as second-line treatment in gemcitabine-refractory advanced pancreatic cancer: a randomized, open-label, multicenter, phase II study. Oncologist 19(11):1133–1134 10.1634/theoncologist.2014-0223 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Morizane C, Okusaka T, Furuse J, Ishii H, Ueno H, Ikeda M, Nakachi K, Najima M, Ogura T, Suzuki E (2009) A phase II study of S-1 in gemcitabine-refractory metastatic pancreatic cancer. Cancer Chemother Pharmacol 63(2):313–319 10.1007/s00280-008-0741-7 [DOI] [PubMed] [Google Scholar]
- 9.Le DT, Durham JN, Smith KN, Wang H, Bartlett BR, Aulakh LK, Lu S, Kemberling H, Wilt C, Luber BS, Wong F, Azad NS, Rucki AA, Laheru D, Donehower R, Zaheer A, Fisher GA, Crocenzi TS, Lee JJ, Greten TF, Duffy AG, Ciombor KK, Eyring AD, Lam BH, Joe A, Kang SP, Holdhoff M, Danilova L, Cope L, Meyer C, Zhou S, Goldberg RM, Armstrong DK, Bever KM, Fader AN, Taube J, Housseau F, Spetzler D, Xiao N, Pardoll DM, Papadopoulos N, Kinzler KW, Eshleman JR, Vogelstein B, Anders RA, Diaz LA (2017) Mismatch repair deficiency predicts response of solid tumors to PD-1 blockade. Science 357(6349):409–413 10.1126/science.aan6733 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Brahmer JR, Tykodi SS, Chow LQ, Hwu WJ, Topalian SL, Hwu P, Drake CG, Camacho LH, Kauh J, Odunsi K, Pitot HC, Hamid O, Bhatia S, Martins R, Eaton K, Chen S, Salay TM, Alaparthy S, Grosso JF, Korman AJ, Parker SM, Agrawal S, Goldberg SM, Pardoll DM, Gupta A, Wigginton JM (2012) Safety and activity of anti-PD-L1 antibody in patients with advanced cancer. N Engl J Med 366(26):2455–2465 10.1056/NEJMoa1200694 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Royal RE, Levy C, Turner K, Mathur A, Hughes M, Kammula US, Sherry RM, Topalian SL, Yang JC, Lowy I, Rosenberg SA (2010) Phase 2 trial of single agent Ipilimumab (anti-CTLA-4) for locally advanced or metastatic pancreatic adenocarcinoma. J Immunother 33(8):828–833 10.1097/CJI.0b013e3181eec14c [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Marabelle A, Le DT, Ascierto PA, Di Giacomo AM, De Jesus-Acosta A, Delord JP, Geva R, Gottfried M, Penel N, Hansen AR, Piha-Paul SA, Doi T, Gao B, Chung HC, Lopez-Martin J, Bang YJ, Frommer RS, Shah M, Ghori R, Joe AK, Pruitt SK, Diaz LA Jr (2020) Efficacy of Pembrolizumab in patients with noncolorectal high microsatellite instability/mismatch repair-deficient cancer: results from the phase II KEYNOTE-158 study. J Clin Oncol 38(1):1–10 10.1200/JCO.19.02105 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Nowak AK, Lake RA, Marzo AL, Scott B, Heath WR, Collins EJ, Frelinger JA, Robinson BW (2003) Induction of tumor cell apoptosis in vivo increases tumor antigen cross-presentation, cross-priming rather than cross-tolerizing host tumor-specific CD8 T cells. J Immunol 170(10):4905–4913 10.4049/jimmunol.170.10.4905 [DOI] [PubMed] [Google Scholar]
- 14.Nowak AK, Robinson BW, Lake RA (2003) Synergy between chemotherapy and immunotherapy in the treatment of established murine solid tumors. Cancer Res 63(15):4490–4496 [PubMed] [Google Scholar]
- 15.Plate JM, Plate AE, Shott S, Bograd S, Harris JE (2005) Effect of gemcitabine on immune cells in subjects with adenocarcinoma of the pancreas. Cancer Immunol Immunother 54(9):915–925 10.1007/s00262-004-0638-1 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Wainberg ZA, Hochster HS, Kim EJ, George B, Kaylan A, Chiorean EG, Waterhouse DM, Guiterrez M, Parikh A, Jain R, Carrizosa DR, Soliman HH, Lila T, Reiss DJ, Pierce DW, Bhore R, Banerjee S, Lyons L, Louis CU, Ong TJ, O’Dwyer PJ (2020) Open-label, phase I study of nivolumab combined with nab-paclitaxel plus gemcitabine in advanced pancreatic cancer. Clin Cancer Res 26(18):4814–4822 10.1158/1078-0432.CCR-20-0099 [DOI] [PubMed] [Google Scholar]
- 17.Weiss GJ, Blaydorn L, Beck J, Bornemann-Kolatzki K, Urnovitz H, Schutz E, Khemka V (2018) Phase Ib/II study of gemcitabine, nab-paclitaxel, and pembrolizumab in metastatic pancreatic adenocarcinoma. Invest New Drugs 36(1):96–102 10.1007/s10637-017-0525-1 [DOI] [PubMed] [Google Scholar]
- 18.Pushalkar S, Hundeyin M, Daley D, Zambirinis CP, Kurz E, Mishra A, Mohan N, Aykut B, Usyk M, Torres LE, Werba G, Zhang K, Guo Y, Li Q, Akkad N, Lall S, Wadowski B, Gutierrez J, Kochen Rossi JA, Herzog JW, Diskin B, Torres-Hernandez A, Leinwand J, Wang W, Taunk PS, Savadkar S, Janal M, Saxena A, Li X, Cohen D, Sartor RB, Saxena D, Miller G (2018) The Pancreatic cancer microbiome promotes oncogenesis by induction of innate and adaptive immune suppression. Cancer Discov 8(4):403–416 10.1158/2159-8290.CD-17-1134 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Varghese AM (2017) Chimeric antigen receptor (CAR) T and other T cell strategies for pancreas adenocarcinoma. Chin Clin Oncol 6(6):66 10.21037/cco.2017.09.04 [DOI] [PubMed] [Google Scholar]
- 20.Bahrami A, Khazaei M, Bagherieh F, Ghayour-Mobarhan M, Maftouh M, Hassanian SM, Avan A (2017) Targeting stroma in pancreatic cancer: Promises and failures of targeted therapies. J Cell Physiol 232(11):2931–2937 10.1002/jcp.25798 [DOI] [PubMed] [Google Scholar]
- 21.Tang J, Yu JX, Hubbard-Lucey VM, Neftelinov ST, Hodge JP, Lin Y (2018) Trial watch: The clinical trial landscape for PD1/PDL1 immune checkpoint inhibitors. Nat Rev Drug Discov 17(12):854–855 10.1038/nrd.2018.210 [DOI] [PubMed] [Google Scholar]
- 22.Mikhail S, Wei L, Salem ME, Bekaii-Saab T (2017) Outcomes of definitive chemoradiation in patients with esophageal cancer. Dis Esophagus 30(2):1–7 [DOI] [PubMed] [Google Scholar]
- 23.Hammel P, Huguet F, van Laethem JL, Goldstein D, Glimelius B, Artru P, Borbath I, Bouche O, Shannon J, Andre T, Mineur L, Chibaudel B, Bonnetain F, Louvet C (2016) Effect of chemoradiotherapy vs chemotherapy on survival in patients with locally advanced pancreatic cancer controlled after 4 months of gemcitabine with or without erlotinib: the LAP07 randomized clinical trial. JAMA 315(17):1844–53 10.1001/jama.2016.4324 [DOI] [PubMed] [Google Scholar]
- 24.Landau E, Kalnicki S (2018) The evolving role of radiation in pancreatic cancer. Surg Clin North Am 98(1):113–125 10.1016/j.suc.2017.09.008 [DOI] [PubMed] [Google Scholar]
- 25.Van Laethem JL, Hammel P, Mornex F, Azria D, Van Tienhoven G, Vergauwe P, Peeters M, Polus M, Praet M, Mauer M, Collette L, Budach V, Lutz M, Van Cutsem E, Haustermans K (2010) Adjuvant gemcitabine alone versus gemcitabine-based chemoradiotherapy after curative resection for pancreatic cancer: a randomized EORTC-40013-22012/FFCD-9203/GERCOR phase II study. J Clin Oncol 28(29):4450–4456 10.1200/JCO.2010.30.3446 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Macherla S, Laks S, Naqash AR, Bulumulle A, Zervos E, Muzaffar M (2018) Emerging role of immune checkpoint blockade in pancreatic cancer. Int J Mol Sci 19(11):3505 10.3390/ijms19113505 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Postow MA, Callahan MK, Barker CA, Yamada Y, Yuan J, Kitano S, Mu Z, Rasalan T, Adamow M, Ritter E, Sedrak C, Jungbluth AA, Chua R, Yang AS, Roman RA, Rosner S, Benson B, Allison JP, Lesokhin AM, Gnjatic S, Wolchok JD (2012) Immunologic correlates of the abscopal effect in a patient with melanoma. N Engl J Med 366(10):925–931 10.1056/NEJMoa1112824 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Aliru ML, Schoenhals JE, Venkatesulu BP, Anderson CC, Barsoumian HB, Younes AI, Mahadevan LSK, Soeung M, Aziz KE, Welsh JW, Krishnan S (2018) Radiation therapy and immunotherapy what is the optimal timing or sequencing? Immunotherapy 10(4):299–316 10.2217/imt-2017-0082 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Zhang B, Bowerman NA, Salama JK, Schmidt H, Spiotto MT, Schietinger A, Yu P, Fu YX, Weichselbaum RR, Rowley DA, Kranz DM, Schreiber H (2007) Induced sensitization of tumor stroma leads to eradication of established cancer by T cells. J Exp Med 204(1):49–55 10.1084/jem.20062056 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Chen IM, Johansen JS, Theile S, Hjaltelin JX, Novitski SI, Brunak S, Hasselby JP, Willemoe GL, Lorentzen T, Madsen K, Jensen BV, Wilken EE, Geertsen P, Behrens C, Nolsoe C, Hermann KL, Svane IM, Nielsen D (2022) Randomized phase II study of nivolumab with or without ipilimumab combined with stereotactic body radiotherapy for refractory metastatic pancreatic cancer (CheckPAC). J Clin Oncol 40(27):3180–3189 10.1200/JCO.21.02511 [DOI] [PubMed] [Google Scholar]
- 31.Xie C, Duffy AG, Brar G, Fioravanti S, Mabry-Hrones D, Walker M, Bonilla CM, Wood BJ, Citrin DE, Gil Ramirez EM, Escorcia FE, Redd B, Hernandez JM, Davis JL, Gasmi B, Kleiner D, Steinberg SM, Jones JC, Greten TF (2020) Immune checkpoint blockade in combination with stereotactic body radiotherapy in patients with metastatic pancreatic ductal adenocarcinoma. Clin Cancer Res 26(10):2318–2326 10.1158/1078-0432.CCR-19-3624 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Du J, Lu C, Mao L, Zhu Y, Kong W, Shen S, Tang M, Bao S, Cheng H, Li G, Chen J, Li Q, He J, Li A, Qiu X, Gu Q, Chen D, Qi C, Song Y, Qian X, Wang L, Qiu Y, Liu B (2023) PD-1 blockade plus chemoradiotherapy as preoperative therapy for patients with BRPC/LAPC: A biomolecular exploratory, phase II trial. Cell Rep Med 4(3):100972 10.1016/j.xcrm.2023.100972 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Komori A, Otsu S, Shimokawa M, Otsuka T, Koga F, Ueda Y, Nakazawa J, Arima S, Fukahori M, Okabe Y, Makiyama A, Taguchi H, Honda T, Shibuki T, Nio K, Ide Y, Ureshino N, Mizuta T, Shirakawa T, Mitsugi K (2023) Scoring model with serum albumin and CA19-9 for metastatic pancreatic cancer in second-line treatment: results from the NAPOLEON study. Int J Clin Oncol 28(8):1073–1081 10.1007/s10147-023-02354-6 [DOI] [PubMed] [Google Scholar]
- 34.Majidpoor J, Mortezaee K (2021) The efficacy of PD-1/PD-L1 blockade in cold cancers and future perspectives. Clin Immunol 226:108707 10.1016/j.clim.2021.108707 [DOI] [PubMed] [Google Scholar]
- 35.Tong F, Sun Y, Zhu Y, Sha H, Ni J, Qi L, Gu Q, Zhu C, Xi W, Liu B, Kong W, Du J (2023) Making “cold” tumors “hot”- radiotherapy remodels the tumor immune microenvironment of pancreatic cancer to benefit from immunotherapy: a case report. Front Immunol 14:1277810 10.3389/fimmu.2023.1277810 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Ghebeh H, Elshenawy MA, AlSayed AD, Al-Tweigeri T (2022) Peripheral blood eosinophil count is associated with response to chemoimmunotherapy in metastatic triple-negative breast cancer. Immunotherapy 14(4):189–199 10.2217/imt-2021-0149 [DOI] [PubMed] [Google Scholar]
- 37.Gupta N, Yelamanchi R (2021) Pancreatic adenocarcinoma: A review of recent paradigms and advances in epidemiology, clinical diagnosis and management. World J Gastroenterol 27(23):3158–3181 10.3748/wjg.v27.i23.3158 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Oettle H, Neuhaus P, Hochhaus A, Hartmann JT, Gellert K, Ridwelski K, Niedergethmann M, Zulke C, Fahlke J, Arning MB, Sinn M, Hinke A, Riess H (2013) Adjuvant chemotherapy with gemcitabine and long-term outcomes among patients with resected pancreatic cancer: the CONKO-001 randomized trial. JAMA 310(14):1473–1481 10.1001/jama.2013.279201 [DOI] [PubMed] [Google Scholar]
- 39.Rahib L, Smith BD, Aizenberg R, Rosenzweig AB, Fleshman JM, Matrisian LM (2014) Projecting cancer incidence and deaths to 2030: the unexpected burden of thyroid, liver, and pancreas cancers in the United States. Cancer Res 74(11):2913–2921 10.1158/0008-5472.CAN-14-0155 [DOI] [PubMed] [Google Scholar]
- 40.O’Reilly EM, Oh DY, Dhani N, Renouf DJ, Lee MA, Sun W, Fisher G, Hezel A, Chang SC, Vlahovic G, Takahashi O, Yang Y, Fitts D, Philip PA (2019) Durvalumab with or without tremelimumab for patients with metastatic pancreatic ductal adenocarcinoma: a phase 2 randomized clinical trial. JAMA Oncol 5(10):1431–1438 10.1001/jamaoncol.2019.1588 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Twyman-Saint Victor C, Rech AJ, Maity A, Rengan R, Pauken KE, Stelekati E, Benci JL, Xu B, Dada H, Odorizzi PM, Herati RS, Mansfield KD, Patsch D, Amaravadi RK, Schuchter LM, Ishwaran H, Mick R, Pryma DA, Xu X, Feldman MD, Gangadhar TC, Hahn SM, Wherry EJ, Vonderheide RH, Minn AJ (2015) Radiation and dual checkpoint blockade activate non-redundant immune mechanisms in cancer. Nature 520(7547):373–377 10.1038/nature14292 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Bernstein MB, Krishnan S, Hodge JW, Chang JY (2016) Immunotherapy and stereotactic ablative radiotherapy (ISABR): a curative approach? Nat Rev Clin Oncol 13(8):516–524 10.1038/nrclinonc.2016.30 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Vanpouille-Box C, Pilones KA, Wennerberg E, Formenti SC, Demaria S (2015) In situ vaccination by radiotherapy to improve responses to anti-CTLA-4 treatment. Vaccine 33(51):7415–7422 10.1016/j.vaccine.2015.05.105 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Schaue D, Ratikan JA, Iwamoto KS, McBride WH (2012) Maximizing tumor immunity with fractionated radiation. Int J Radiat Oncol Biol Phys 83(4):1306–1310 10.1016/j.ijrobp.2011.09.049 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Formenti SC, Rudqvist NP, Golden E, Cooper B, Wennerberg E, Lhuillier C, Vanpouille-Box C, Friedman K, Ferrari de Andrade L, Wucherpfennig KW, Heguy A, Imai N, Gnjatic S, Emerson RO, Zhou XK, Zhang T, Chachoua A, Demaria S (2018) Radiotherapy induces responses of lung cancer to CTLA-4 blockade. Nat Med 24(12):1845–1851 10.1038/s41591-018-0232-2 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Theelen W, Peulen HMU, Lalezari F, van der Noort V, de Vries JF, Aerts J, Dumoulin DW, Bahce I, Niemeijer AN, de Langen AJ, Monkhorst K, Baas P (2019) Effect of pembrolizumab after stereotactic body radiotherapy vs pembrolizumab alone on tumor response in patients with advanced non-small cell lung cancer: results of the PEMBRO-RT phase 2 randomized clinical trial. JAMA Oncol 5(9):1276–1282 10.1001/jamaoncol.2019.1478 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Demaria, S.; Guha, C.; Schoenfeld, J.; Morris, Z.; Monjazeb, A.; Sikora, A.; Crittenden, M.; Shiao, S.; Khleif, S.; Gupta, S.; Formenti, S. C.; Vikram, B.; Coleman, C. N.; Ahmed, M. M., Radiation dose and fraction in immunotherapy: one-size regimen does not fit all settings, so how does one choose? J Immunother Cancer2021,9 (4). [DOI] [PMC free article] [PubMed]
- 48.Altorki NK, McGraw TE, Borczuk AC, Saxena A, Port JL, Stiles BM, Lee BE, Sanfilippo NJ, Scheff RJ, Pua BB, Gruden JF, Christos PJ, Spinelli C, Gakuria J, Uppal M, Binder B, Elemento O, Ballman KV, Formenti SC (2021) Neoadjuvant durvalumab with or without stereotactic body radiotherapy in patients with early-stage non-small-cell lung cancer: a single-centre, randomised phase 2 trial. Lancet Oncol 22(6):824–835 10.1016/S1470-2045(21)00149-2 [DOI] [PubMed] [Google Scholar]
- 49.Huang AC, Postow MA, Orlowski RJ, Mick R, Bengsch B, Manne S, Xu W, Harmon S, Giles JR, Wenz B, Adamow M, Kuk D, Panageas KS, Carrera C, Wong P, Quagliarello F, Wubbenhorst B, D’Andrea K, Pauken KE, Herati RS, Staupe RP, Schenkel JM, McGettigan S, Kothari S, George SM, Vonderheide RH, Amaravadi RK, Karakousis GC, Schuchter LM, Xu X, Nathanson KL, Wolchok JD, Gangadhar TC, Wherry EJ (2017) T-cell invigoration to tumour burden ratio associated with anti-PD-1 response. Nature 545(7652):60–65 10.1038/nature22079 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Yoo C, Hwang JY, Kim JE, Kim TW, Lee JS, Park DH, Lee SS, Seo DW, Lee SK, Kim MH, Han DJ, Kim SC, Lee JL (2009) A randomised phase II study of modified FOLFIRI.3 vs modified FOLFOX as second-line therapy in patients with gemcitabine-refractory advanced pancreatic cancer. Br J Cancer 101(10):1658–63 10.1038/sj.bjc.6605374 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Takeuchi E, Kondo K, Okano Y, Ichihara S, Kunishige M, Kadota N, Machida H, Hatakeyama N, Naruse K, Ogino H, Nokihara H, Shinohara T, Nishioka Y (2023) Pretreatment eosinophil counts as a predictive biomarker in non-small cell lung cancer patients treated with immune checkpoint inhibitors. Thorac Cancer 14:3042–3050 10.1111/1759-7714.15100 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Ghaffari S, Rezaei N (2023) Eosinophils in the tumor microenvironment: implications for cancer immunotherapy. J Transl Med 21(1):551 10.1186/s12967-023-04418-7 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Grisaru-Tal S, Itan M, Klion AD, Munitz A (2020) A new dawn for eosinophils in the tumour microenvironment. Nat Rev Cancer 20(10):594–607 10.1038/s41568-020-0283-9 [DOI] [PubMed] [Google Scholar]
- 54.Qiu X, Shi Z, Tong F, Lu C, Zhu Y, Wang Q, Gu Q, Qian X, Meng F, Liu B, Du J (2023) Biomarkers for predicting tumor response to PD-1 inhibitors in patients with advanced pancreatic cancer. Hum Vaccin Immunother 19(1):2178791 10.1080/21645515.2023.2178791 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Hu RJ, Ma JY, Hu G (2018) Lymphocyte-to-monocyte ratio in pancreatic cancer: Prognostic significance and meta-analysis. Clin Chim Acta 481:142–146 10.1016/j.cca.2018.03.008 [DOI] [PubMed] [Google Scholar]
- 56.Zhou Y, Cheng S, Fathy AH, Qian H, Zhao Y (2018) Prognostic value of platelet-to-lymphocyte ratio in pancreatic cancer: a comprehensive meta-analysis of 17 cohort studies. Onco Targets Ther 11:1899–1908 10.2147/OTT.S154162 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Xiao Y, Chen W, Xie Z, Shao Z, Xie H, Qin G, Zhao N (2017) Prognostic relevance of lactate dehydrogenase in advanced pancreatic ductal adenocarcinoma patients. BMC Cancer 17(1):25 10.1186/s12885-016-3012-8 [DOI] [PMC free article] [PubMed] [Google Scholar]
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