Abstract
Simple Summary
Pancreatic cancer is an aggressive disease with a high mortality rate. Radiotherapy is one treatment option within a multimodal therapy approach for patients with locally advanced, non-resectable pancreatic tumors. However, radiotherapy is only effective in about one-third of the patients. Therefore, biomarkers that can predict the response to radiotherapy are of utmost importance. Recently, microRNAs, small non-coding RNAs regulating gene expression, have come into focus as there is growing evidence that microRNAs could serve as diagnostic, predictive and prognostic biomarkers in various cancer entities, including pancreatic cancer. Moreover, their high stability in body fluids such as serum and plasma render them attractive candidates for non-invasive biomarkers. This article describes the role of microRNAs as suitable blood biomarkers and outlines an overview of radiation-induced microRNAs changes and the association with radioresistance in pancreatic cancer.
Abstract
Today, pancreatic cancer is the seventh leading cause of cancer-related deaths worldwide with a five-year overall survival rate of less than 7%. Only 15–20% of patients are eligible for curative intent surgery at the time of diagnosis. Therefore, neoadjuvant treatment regimens have been introduced in order to downsize the tumor by chemotherapy and radiotherapy. To further increase the efficacy of radiotherapy, novel molecular biomarkers are urgently needed to define the subgroup of pancreatic cancer patients who would benefit most from radiotherapy. MicroRNAs (miRNAs) could have the potential to serve as novel predictive and prognostic biomarkers in patients with pancreatic cancer. In the present article, the role of miRNAs as blood biomarkers, which are associated with either radioresistance or radiation-induced changes of miRNAs in pancreatic cancer, is discussed. Furthermore, the manuscript provides own data of miRNAs identified in a pancreatic cancer mouse model as well as radiation-induced miRNA changes in the plasma of tumor-bearing mice.
Keywords: pancreatic cancer, miRNA, radiotherapy, radioresistance, personalized medicine, biomarker, target
1. Introduction
Pancreatic cancer is one of the most lethal cancers and could be the second leading cause of cancer-related deaths within the next decade [1]. The most common type of malignant pancreatic neoplasms is of ductal origin and is classified as pancreatic ductal adenocarcinoma (PDAC) [2]. Despite intense research efforts, the prognosis of patients with PDAC still remains very poor, with a five-year overall survival (OS) rate of less than 7%, without any significant improvements over the past years. The majority of patients are diagnosed in locally advanced or metastatic stages because of unspecific symptoms, a lack of early sensitive and specific markers, and difficulties in imaging early-stage tumors [2].
The only potentially curative treatment option for patients with pancreatic cancer is surgical resection. However, only 15–20% of patients are eligible for surgery at the time of diagnosis due to highly aggressive tumor growth with perineural and vascular invasion and early distant metastases [3]. Therefore, the importance of neoadjuvant treatments, including chemotherapy, radiotherapy (RT), or combined chemoradiotherapy (CRT), is evident. In particular, the aim of neoadjuvant strategies is a tumor downsizing enabling a secondary resection to improve a long-term prognosis in patients with borderline and primary non-resectable, locally advanced pancreatic cancer (LAPC) [4].
Clinical trials have shown the efficacy of RT in about 30% of pancreatic cancer patients [5]. However, international standardized therapeutic guidelines are lacking and the role of RT as a treatment option for patients with LAPC is controversially discussed in the literature [6]. Different clinical trials reported conflicting results regarding the benefit of combining RT and chemotherapy. While no benefit of subsequent RT was observed in various clinical trials when compared to chemotherapy alone [7,8], others reported an improvement in OS for LAPC patients treated with CRT [9]. Concurrent chemotherapy agents comprising capecitabine, 5-fluorouracil, or gemcitabine are used in neoadjuvant CRT treatment regimens for patients with LAPC [10]. Addition of 5-fluorouracil to RT significantly improved OS compared to RT alone [11]. Capecitabine-based CRT showed a trend toward preferable progression free survival (PFS) in comparison to gemcitabine-based CRT after induction chemotherapy for LAPC [12]. More prospective studies are needed to elucidate the benefits of associating RT with systemic therapy.
The recent focus of neoadjuvant treatment strategies for LAPC lies in investigating more effective chemotherapy schemes, such as FOLFIRINOX (leucovorin, 5-fluorouracil, irinotecan, and oxaliplatin) [13,14,15,16,17], and subsequent CRT or RT with modern techniques (e.g., stereotactic, intensity modulated, and particle RT) [18]. The high failure rate of RT in PDAC can be attributed to the high intrinsic radioresistance of the tumors [6]. Additionally, pancreatic cancer is characterized by high heterogeneity, genetic diversity, presence of a dense desmoplastic tumor stroma, cancer stem cells, and a complex tumor microenvironment. These factors contribute to a high resistance to conventional treatment options such as RT, chemotherapy, and molecularly targeted therapies [19,20].
Consideration of molecular profiles or tumor subtypes for therapy decisions is not yet implemented in clinical routine. To further increase the efficacy of CRT, novel molecular biomarkers are urgently needed to define the subgroup of pancreatic cancer patients who benefit from CRT more precisely [21].
MicroRNAs (miRNAs) are highly conserved small non-coding RNAs consisting of 20–24 nucleotides and regulate protein output and gene expression at transcriptional or post-transcriptional levels [22]. Previous studies have attributed critical roles to miRNAs in biological processes such as cell proliferation, differentiation, and survival. Furthermore, miRNAs have been implicated as crucial players during development, physiology, homeostasis, and disease, and have been shown to regulate the initiation and progression of many malignancies by controlling oncogenic and tumor-suppressive pathways [23,24]. Therefore, miRNAs could have potential as novel biomarkers for diagnosis, monitoring of recurrence, and predicting prognosis and survival of patients with pancreatic cancer [22]. A recently published review article analyzed the association between miRNAs and response to chemotherapy (gemcitabine and 5-fluorouracil) in pancreatic cancer [25]. Multiple miRNAs were identified that might contribute to chemotherapeutic resistance or sensitivity.
Our article provides an overview of the current literature concerning miRNAs as blood biomarkers and miRNAs associated with radioresistance as well as radiation-induced changes of miRNAs in pancreatic cancer. Additionally, own data identifying miRNAs in a pancreatic cancer mouse model as well as radiation-induced miRNA changes in the plasma of tumor-bearing mice are included.
2. Results
2.1. miRNAs as Biomarker in Pancreatic Cancer
It has been reported that serum and other body fluids contain stable miRNAs signatures. Circulating miRNAs in PDAC blood samples represent a valuable source of information for either defining eligible therapy options, monitoring therapeutic response or predicting prognosis [26]. In a meta-study, Chhatriya et al. published a list of in total 21 miRNAs, which are designated as a “meta-signature” of miRNAs in PDAC altered in both serum and cancer tissue [27].
Ouyang et al. showed that miR-10b levels in PDAC plasma samples are highly increased compared to healthy controls or patients with chronic pancreatitis [28]. The authors claim that miR-10b is not only suitable as a diagnostic marker but could serve as a therapeutic target by interrupting the growth-promoting deleterious EGF-TGF-β interactions and antagonizing the metastatic process. In addition, a study published in 2017 by Qu et al. described that miR-21-5p might be a stable and high-accuracy diagnostic biomarker for PDAC patients [29]. Recent studies confirmed the high discriminative impact of miR-21-5p for PDAC [30] and uncovered an association with a significant unfavorable prognostic outcome [31]. miR-221 seems to be a plasma marker for monitoring the tumor status due to its high preoperative plasma concentration and significantly reduced levels post-surgery [32]. These findings suggest that miR-221 may be released from the tumor into the bloodstream and therefore reflects tumor dynamics, which could be used for monitoring a possible tumor recurrence.
Several altered miRNA expression signatures, e.g., the downregulation of miR-141 and miR-720 activating ZEB-1 and TWIST1 transcription, have been identified to discriminate between PDAC patients with and without nodal metastasis [33]. A very recent study established a 4-miRNA signature (miR-29c, miR-125a, miR-200b, miR-155) that predicts local-regional failure and overall survival of pancreatic cancer patients who underwent tumor resection with and without chemotherapy but did not receive radiotherapy [34]. Therefore, defining the miRNA expression profile of individual tumors could improve the diagnosis, the ability to select better treatment options, e.g., aggressive treatment for patients with lymph node metastasis or adjuvant chemoradiation for patients with local-regional failure and ultimately predict the respective patient’s outcome.
The Carbohydrate antigen CA19-9 is a blood antigen, and its increased level is approved as a biomarker for pancreatic cancer [35]. CA19-9 is released from the cell surface of pancreatic cancer cells, and its serum concentration is related to tumor mass and recurrence. Nevertheless, despite its low specificity and sensitivity, it is the most common diagnostic marker in PDAC patients. Recent studies postulate that the combination of CA19-9 together with plasma miRNAs can effectively be used for screening of early tumor stages and prognostic stratification due to improved specificity and sensitivity. This strategy has already been validated by combining CA19-9 with miR-16 and miR-196a [36] or miR-33a-3p and miR-320a [30].
The study from LaConti et al. analyzed serum miRNAs in a transgenic PDAC mouse model to establish novel circulating biomarkers for PDAC progression [37]. This study uncovered that miRNA changes show remarkable similarities between pancreatic cancer in patients and a transgenic pancreatic cancer mouse model. In summary, the authors analyzed eight different miRNAs and identified two miRNAs, miR-10 and miR-155, that were increased in serum of PDAC mice compared to control mice [37].
In our study, we aimed to identify all tumor-specific miRNAs—without pre-selecting miRNAs—that are present in the plasma of mice harboring human MIA PaCa-2 tumors compared to non-tumor-bearing mice (supplementary methods and Table S1). Principal component analysis of miRNA expression distinguished tumor-bearing from non-tumor-bearing mice (Figure 1A). Seven miRNAs that are significantly upregulated in the plasma of tumor-bearing mice were identified (Figure 1B): miR-339-3p, miR-320d, miR-92b-3p, miR-584-5p, miR-197-3p, miR-1307-3p, and miR-1246. The predicted targets of these miRNA are summarized in Table S1.
Hereinafter, the miRNAs upregulated in plasma samples of tumor-bearing mice are discussed in the context of the recent literature and summarized in Table 1.
Table 1.
miRNA | (Tumor) Entity | Expression | Source | Reference |
---|---|---|---|---|
miR-339-3p | Vater’s papilla adenocarcinoma | downregulated | tissue | [38] |
colorectal cancer | downregulated | tissue | [39] | |
miR-320d | chronic pancreatitis | upregulated | tissue | [40] |
colorectal cancer | downregulated | plasma and tissue | [41] | |
hepatocellular carcinoma (HCC) | downregulated | serum exosomes | [42] | |
miR-92b-3p | pancreatic ductal adenocarcinoma (PDAC) | downregulated | tissue | [43] |
gastric cancer | upregulated | serum exosomes | [44] | |
miR-584-5p | gastric cancer | downregulated | tissue | [45] |
lung cancer | upregulated | plasma | [46] | |
miR-197-3p | HCC | downregulated | tissue | [47] |
miR-1307-3p | breast cancer | upregulated | serum | [48] |
miR-1246 | breast cancer | upregulated | serum | [48] |
PDAC | upregulated | plasma exosomes | [49] | |
PDAC | upregulated | serum | [50] | |
PDAC | upregulated | serum exosomes | [51] | |
gastric cancer | upregulated | serum exosomes | [52] | |
esophageal squamous cell carcinoma (SCC) | upregulated | serum | [53] | |
cervical cancer | upregulated | serum | [54] |
miR-339-3p was found to be deregulated in Vater’s papilla adenocarcinoma [38]. In addition, miR-339-3p was downregulated in colorectal cancer (CRC) and its low-level expression was associated with lymph node metastasis in patients with CRC [39].
In relationship to pancreatic disorders, miR-320d was identified as a potential marker for late chronic pancreatitis [40]. miR-320d was recognized as a promising biomarker for early diagnosis of CRC because miR-320d expression could discriminate adenoma and CRC patients from healthy controls [41]. In serum samples of hepatocellular carcinoma (HCC) patients, the expression level of exosomal serum miR-320d was remarkably reduced compared to the respective controls [42].
A study from Long et al. described reduced miR-92b-3p expression levels in human PDAC tissues and a correlation with advanced tumor/node/metastasis (TNM) stages. Moreover, it was postulated that miR-92b-3p might act as a tumor suppressor in PDAC [43]. In gastric cancer, the serum level of exosomal miR-92b-3p was found to be higher than in healthy individuals, thus serving as a potential non-invasive biomarker for early diagnosis of gastric cancer [44].
miR-584-5p was negatively associated with tumor size in gastric cancer and therefore highlighted as a tumor suppressor and potential therapeutic target [45]. In lung adenocarcinoma, miR-584-5p was one of six upregulated miRNAs which might serve as circulating biomarkers for the early tumor detection [46].
The analysis from Ni et al. showed that miR-197-3p was downregulated in HCC tissues and low levels were correlated with larger tumor size and enhanced invasion, indicating an aggressive subtype [47].
Interestingly, miR-1307-3p and miR-1246, which were also deregulated in our study (Figure 1B), are two of five miRNAs (miR-1246, miR-1307-3p, miR4634, miR-6861-5p, and miR-6875-5p) that are suitable for early detection of breast cancer [48]. In addition, the authors claim that the combination of these five serum miRNAs can be used to differentiate breast cancer from benign diseases of the pancreas, biliary tract, and prostate, or from other cancers.
Additionally, the upregulation of miR-1246 in combination with miR-196a in plasma exosomes was found to be a potential indicator for localized pancreatic cancer. Therefore, these miRNAs might serve as circulating biomarkers for the early detection of this severe disease [49]. The study from Wei et al. showed that the expression level of serum miR-1246 was upregulated in PDAC patients compared to healthy controls and strongly reduced after tumor resection [50]. In addition, miR-1246 was part of a four-miRNA panel that was significantly upregulated in the serum of pancreatic cancer patients [51]. Further studies described elevated serum exosomal miR-1246 as a potential biomarker for the early diagnosis of gastric cancer [52] as well as esophageal squamous cell carcinoma (SCC) [53] and cervical cancer [54].
The listed publications demonstrate that circulating miRNAs represent a rich source of potential biomarkers for the early diagnosis, classification, therapeutic success, and recurrence monitoring in various human cancers, especially PDAC. Therefore, miRNA-based liquid biopsy holds promising impact for further implementation in the clinical routine.
2.2. miRNA Response to Ionizing Radiation
Radiation therapy uses ionizing radiation (IR) to induce double-strand breaks in the genomic DNA of tumor cells. Failure to restore genomic integrity before mitosis can lead to cell death or malignant transformation. Therefore, cells trigger the DNA double-strand repair. In this complex process, first sensor proteins recognize the DNA damage. Subsequently, transducer proteins recruit effector proteins responsible for cell cycle arrest, apoptosis, transcription arrest, and DNA repair [55].
Increasing evidence demonstrates that miRNAs play a critical role in the cellular response to IR, as multiple examples of miRNA expression changes in response to IR have been reported [56,57]. It was shown that miRNAs are responsible for regulating almost every cellular pathway, including the DNA damage response (DDR), after IR [55]. Whereas some miRNAs involved in the DDR are upregulated by IR (e.g., miR-34a, miR-100, and miR-143), others (e.g., miR-15b, miR-222, and miR-181a) are downregulated [55]. Interestingly, several miRNAs participating in the DDR (e.g., let-7 family, miR-15a, miR-16, miR-21, miR-24, miR-155, miR-182, and miR-302 cluster) have been reported to be both down- and upregulated, depending on the cell type, radiation dose, and time point of measurement post-RT [55].
Conversely, different members of the DDR pathway are involved in radiation-induced miRNA regulation. Ataxia telangiectasia mutated (ATM), a DDR pathway member, plays an important role in the regulation of miRNA biogenesis [58]. ATM-dependent activation of KH-type splicing regulatory protein (KSRP) upon DNA damage increases miRNA processing and expression of a specific class of miRNAs. miR-21 and miR-16, both playing a role in DDR, belong to the miRNAs that are upregulated by ATM-KSRP. Activation of the transcription factor p53 by IR leads to enhanced expression of the miR-34 family and also regulates other miRNAs, including let-7a and let-7b [59,60]. IR also affects the activity of other transcription factors (e.g., NF-kB, Myc, and E2F), which modulate the expression of several miRNAs in the DDR [57].
For pancreatic cancer, only few in vitro studies investigated radiation-induced miRNA changes [61]. Radiation significantly reduced the levels of miR-99b, leading to enhanced mTOR expression and radioresistance [61]. Very recently Jiang et al. performed miRNA sequencing and identified miR-196b-5p and miR-194-5p to be upregulated after irradiation in exosomes derived from dying pancreatic cancer cells (SW1990, Panc-1) [62]. Furthermore, irradiation with 10 Gy induced miR-194-5p upregulation in different pancreatic cancer cell lines (SW1990, Panc-1, MIA Paca-2) [62]. miR-194-5p mimics reduced the DNA damage in irradiated pancreatic cancer cells suggesting that miR-194-5p promotes survival and radioresistance of pancreatic cancer cells [62].
A very recent systematic review and meta-analysis summarize the effects of RT on circulating miRNAs in humans, nonhuman primates, and mice [63]. Radiation treatment in the included studies was very heterogeneous, including total body irradiation and local tumor-specific irradiation with different fractionation schemes and irradiation doses. Nevertheless, the meta-analysis identified 28 miRNAs with significant radiation-induced changes (18 miRNAs upregulated and 10 miRNAs downregulated). Whereas in this meta-analysis nine publications analyzed the effect of total body irradiation on the miRNA levels in plasma/serum of healthy mice, only one study used a tumor xenograft model (breast cancer) and investigated the impact of localized radiotherapy on tumor-specific miRNA plasma levels [64]. In this xenograft mammary tumor mouse model, decreased plasma levels of miR-155, miR-10b, and miR-21 have been detected after RT [64]. Specifically, for pancreatic cancer, only one study analyzed the impact of RT on the expression level of one specific miRNA and found enhanced miR-194-5p levels in exosomes derived from the plasma of irradiated PDX (patient derived xenograft) mice [62]. No in vivo studies describing the effect of RT on the expression levels of different miRNAs in pancreatic cancer were found in the literature.
Therefore, we investigated the impact of radiation on circulating miRNA levels in a pancreatic cancer xenograft mouse model (supplementary methods and Table S2). MIA PaCa-2 tumors were irradiated with a single dose of 5 Gy. Sham-irradiated (0 Gy) tumor-bearing mice served as control. Mice were sacrificed 24 h after irradiation and the plasma was collected. Small RNA sequencing revealed 21 miRNAs that were significantly modified (Figure 2). Interestingly, 20 miRNAs were down-regulated after irradiation with 5 Gy, and only one miRNA (miR-184) was upregulated. The predicted targets of these miRNAs are summarized in Table S2.
From an earlier study, it is known that miR-374b functions as an oncogene by targeting PTEN, resulting in the activation of the PI3K/Akt signaling cascade in human gastrointestinal stromal tumor cells [65]. However, there are no reports concerning the role of miR-374b in pancreatic cancer yet. It is known that the miR-15b family is involved in cell cycle regulation, proliferation, and apoptosis [66]. A recent study showed that the expression of SMURF2, a tumor suppressor gene, is inhibited by miR-15b in pancreatic cancer [67]. There is also evidence of the downregulation of miR-652 in various cancerous diseases, but its role in the radiation response is still unknown [68].
In PDAC, the overexpression of miR-144-3p reduces cell migration, proliferation, and invasion [69]. Currently, an increasing number of miR-93 and miR-106b target genes have been identified, suggesting miR-93 and miR-106b may differentially affect the behavior of tumors. A study found that the upregulation of miR-93/106b enhances PD-L1 in response to irradiation [70]. It is known that the PD-1/PD-L1 pathway serves as a mechanism for tumors to evade an antigen-specific T cell immunologic response. However, pancreatic cancer patients have been shown to be mostly resistant to PD-1 inhibition [71].
The downregulation of the tumor-suppressive miR-451a leads to enhanced cancer cell migration and invasion in hypopharyngeal SCC [72]. miR-186 overexpression has been observed in PDAC and was shown to contribute to its invasive potential [73]. Different studies revealed upregulation of miR-17 in pancreatic cancer, leading to increased proliferation and invasion [74,75]. Furthermore, inhibition of miR-17 increased the sensitivity of pancreatic cancer cell lines to chemotherapy by upregulation of Bim [76]. miR-421 has been found to be upregulated in pancreatic cancer as an oncogene and potential regulator of DPC4/Smad4 [77].
miR-98, a member of the let-7 family, regulates many cellular biological responses, including cell migration and apoptosis, after irradiation. The radiation-induced inhibition of miR-98 is closely related to both the p53 and ATM signaling pathways [78,79]. In a recent publication, it was shown that downregulation of miR-98-5p and other members of the let-7 family leads to increased PDAC proliferation and metastasis by reversely regulating the MAP4K4 pathway [80]. In the study of Morimura and colleagues, miR-20a levels in the plasma of pancreatic cancer patients were increased compared with healthy donors [81]. It was shown that the expression of miR-20a promotes radioresistance in nasopharyngeal cancer cells [82]. Higher levels of miR-20a activate the PTEN/PI3K/Akt signaling pathway and induce radioresistance of HCC [83]. A recent study identified miR-103 as one of the most important miRNAs in a functional screen for DNA damage disrupting agents. The authors identified Rad51 and Rad51D as key targets of miR-103 in tumor cells [84].
Another in vitro study demonstrated that miR-142 has a regulatory relationship with HIF-1α. miR-142 inhibits pancreatic cancer cell proliferation and invasion, partly by targeting HIF-1α at its binding site [85]. An earlier study analyzed the role of miR-26a in pancreatic tissue by quantifying its expression levels in 106 PDAC tissue samples [86]. The authors found that miR-26a expression was downregulated in PDAC compared to adjacent normal tissue. miR-140 inhibits cell viability, proliferation, and invasion in PDAC [87]. One study showed that miR-16 can enhance radiation sensitivity by regulating the TLR1/NF-κB signaling pathway and act as a potential therapeutic approach to overcome radioresistance for lung cancer treatment [88]. Jiao et al. compared the miRNA expression profile in PDAC with benign cystic tumors to identify miRNAs deregulated during PDAC development [89]. Amongst others, let-7i and let-7d were downregulated in tissue samples of PDAC [89].
The only miRNA that was significantly upregulated after irradiation in our study was miR-184. In recent years, miR-184 has been extensively explored in various cancer types. miR-184 was not only found to be upregulated in pancreatic cancer but can also facilitate the proliferation and invasion of tumor cells while suppressing apoptosis [90].
2.3. miRNAs and Radioresistanc
miRNAs are well known to affect the radiosensitivity by modulating DNA damage repair, cell cycle checkpoints, apoptosis, signal transduction pathways, and the tumor microenvironment [91]. Both DNA double-strand repair pathways, the non-homologous end-joining (NHEJ) and homologous recombination (HR), are targeted by miRNAs. Furthermore, miRNAs can influence signaling pathways mediating radioresistance, such as PI3-K/Akt, NF-κB (nuclear factor-kappa B), MAPK (mitogen-activated protein kinase), and TGFβ (transforming growth factor-β). Prominent examples of miRNA targets affecting radioresistance are H2AX, BRCA1, ATM, DNA-PK, RAD51, Chk1, Cdc25, and p53 [91]. Overexpression of miR-138 and miR-24 was reported to reduce the expression of H2AX and subsequently diminishes DNA repair capacity [92,93]. miR-21 targets the cell cycle checkpoint gene Cdc25 and thereby modulates radiosensitivity [94]. miR-421 and miR-101 suppress ATM expression and sensitize tumor cells to radiation [95,96].
In the following section the role of the miRNAs—that were found to be down- or upregulated by irradiation (Figure 2)—in mediating radioresistance/radiosensitivity was investigated. Whereas five of these miRNAs contribute to increased radioresistance (miR-374b, miR-93, miR-20a, miR-106b, miR-140), nine miRNAs (miR-15b, miR-451, miR-186, miR-421, miR-98, miR-142, miR-26b, miR-16, let-7 family) mediate decreased radioresistance (Table 2). Two miRNAs (mir-144, miR-17) are controversially described in the literature concerning their effect on radioresistance. For miR-652, miR-103a, and miR-184, no data regarding their impact on the radioresponse have been found in the literature.
Table 2.
miRNA from Figure 2 | miRNA in Reference | Radio-Resistance | Entity (In Vitro/In Vivo) * |
Targets # | Proteins/ Pathways § |
Ref. |
---|---|---|---|---|---|---|
miR-374b-5p | miR-374b-5p | increased | Canine oral melanoma (in vitro) |
PTEN 1 | [97] | |
miR-15b-3p | miR-15b | decreased | Breast cancer (in vitro) |
Chk1, Wee1 1 | [98] | |
miR-144-5p/ miR-144-3p |
miR-144-5p | decreased | NSCLC (in vitro/in vivo) |
ATF2 1 | [99] | |
miR-144-3p | decreased | Glioblastoma (in vitro) |
c-MET 1 | Phosphorylation of STAT3, ERK1/2, AKT, mTOR (all down) 4 | [100] | |
miR-144 | increased | Breast cancer (in vitro) |
PTEN (down) 4 AKT, Snail, N-cadherin, Vimentin (all up) 4 |
[101] | ||
miR-144 | decreased | Prostate cancer (in vitro) |
PIM1 1 | [102] | ||
miR-93-5p | miR-93-5p | increased | Colorectal cancer(in vitro) | FOXA1 1 | TGFB3 (up) 4 | [103] |
miR-93 | increased | Esophageal squamous carcinoma (in vitro) | BTG3 1 | [104] | ||
miR-451a | miR-451a | decreased | Mouse colorectal cancer (in vitro) | CAB39, EMSY, MEX3C, EREG 2 | [105] | |
miR-451 | decreased | NSCLC (in vitro) | PTEN (up) 4 | [106] | ||
miR-451 | decreased | Lung adenocarcinoma (in vitro) |
c-MYC 1 | Survivin, rad-51 (both down) 4 |
[107] | |
miR-451 | decreased | Nasopharyngeal carcinoma (in vitro) | RAB14 1 | [108] | ||
miR-186-5p | miR-186 | decreased | Nasopharyngeal carcinoma (in vitro) | FOXD1 1 | [109] | |
miR-17-5p | miR-17-5p | decreased | Esophageal adenocarcinoma (in vitro) | PRKACB, C6orf120 3 | PRKACB, C6orf120 (both down) 5 | [110] |
miR-17-5p | increased | Oral squamous cell carcinoma (in vitro/in vivo) |
p21, p-p53, TNF RI, FADD (all down) 4 cIAP1, HIF-1α, TRAIL R1 (all up) 4 |
[111] | ||
miR-421 | miR-421 | decreased | Glioma (in vitro) | MEF2D 1 | [112] | |
miR-421 | decreased | Cervix carcinoma, NSCLC and SCCHN (in vitro) | ATM 1 | [113] | ||
miR-98-5p | miR-98 | decreased | Esophageal squamous cell carcinoma (in vitro) | BCL2 1 | [114] | |
miR-20a-5p | miR-20a-5p | increased | Nasopharyngeal cancer (in vitro) |
NPAS2 1 | Notch pathway (down) 6 | [82] |
miR-106b-5p | miR-106b | increased | Prostate cancer (in vitro) | p21 (down) 4 | [115] | |
miR-142-3p | miR-142-3p | decreased | Breast cancer (in vitro) | β-catenin (down) 4 | [116] | |
miR-142-3p | decreased | Umbilical cord blood mononuclear cells (in vitro) |
CD133 1 | [117] | ||
miR-26b-5p | miR-26b-5p | decreased | Hepatocellular carcinoma (in vitro) | EphA2 1 | [118] | |
miR-140-5p | miR-140 | increased | Lung fibroblasts (in vitro/in vivo) |
[119] | ||
miR-16-5p | miR-16-5p | decreased | Prostate cancer (in vitro) |
Cyclin D1, Cyclin E1 1 | pRb, E2F1 (both down) 4 |
[120] |
let 7i-5p let 7d-5p |
let-7 family (let-7e) | decreased | Colorectal cancer (in vitro) |
IGF-1R (down) 4 | [121] |
* If not otherwise indicated, human. # Targets: all down-regulated by respective miRNA, 1 identified by luciferase assay, 2 identified by miR-TRAP assay, 3 predicted. § Proteins/pathways regulated by respective miRNA, 4 demonstrated by Western Blot, 5 demonstrated by RT-PCR, 6 demonstrated by signaling pathway assay.
Direct targets of the miRNAs that mediate radioresistance comprise PTEN, FOXA1, BTG3, and NPAS2. miRNAs that evoke enhanced radiosensitivity target Chk1, Wee1, ATF2, c-MET, PIM1, c-MYC, RAB14, FOXD1, MEF2D, ATM, BCL2, CD133, EphA2, Cyclin D1, and Cyclin E1. Several of these targets (Chk1, c-Myc, ATM, Bcl-2, Cyclins) are prominent key players in the DNA damage response, cell cycle control, and apoptosis [91]. Consequently, the down-regulation of these targets by the respective miRNA (miR-15b, miR-451, miR421, miR-98, miR-16) leads to increased radiosensitivity. However, for other miRNAs the interrelation between target gene expression and radioresistance/radiosensitivity is not evident. Therefore, more research in this field is essential to understand the function and regulation of these miRNAs and their targets in mediating radioresistance, and finally to implement the data in clinical routine to improve the effectiveness of RT.
2.4. miRNAs and Radioresistance in Pancreatic Cancer
For pancreatic cancer specifically, there are only a few publications about the interplay between miRNAs and radioresistance. The details of miRNA expression and radioresistance in pancreatic cancer are described below and summarized in Table 3.
Table 3.
miRNA | Radioresistance | Cell Lines | Targets | Intervention | Ref. |
---|---|---|---|---|---|
miR-502 | reduced | Mia PaCa-2, PaTuT, PaTu02 | Ku70, XLF | miR-502 overexpression | [122] |
miR-23b | reduced | Panc-1, BxPc3 | ATG12 | miR-23b mimic/inhibitor | [123] |
miR-216a | reduced | Panc-1, BxPc3 | beclin-1 | miR-216a mimic | [124] |
miR-99b | reduced | Panc-1, BxPc3, Capan-2 | mTOR | miR-99b precursor/inhibitor | [61] |
miR-181b | reduced | Panc-1, MIA PaCa-2 | ETS (c-Met) | miR-181b precursor | [125] |
miR-34 | reduced | BxPc3, MIA PaCa-2 | Bcl-2, Notch1-2 | miR-34 mimic | [126] |
miR-193a | increased | Panc-1, SW1990, AsPc-1 | TGF-β2/TGF-βRIII, E2F6 | miR-193a antagonist | [127] |
miR-620 | increased | MIA PaCa-2 | HPGD | miR-620 mimic | [128] |
Let-7a | reduced | AsPc-1 | K-Ras | Lin28 siRNA (repressor of let-7a) | [129] |
miR-374 | unchanged/ reduced |
Panc-1, MIA PaCa-2 | - | miR-374 overexpression | [130] |
A recent paper showed that miR-502 overexpression increased the radiosensitivity of pancreatic cancer cell lines by targeting two proteins of the classical NHEJ repair pathway, Ku70 and XLF [122]. Mechanistically, miR-502 directly inhibits the DNA double-strand repair and also attenuates the cell cycle response upon radiation.
In radioresistant pancreatic cancer cell lines that were established by repeated exposure to radiation, miR-23b expression was reduced compared to the parental cell lines [123]. Overexpression of miR-23b rendered the radioresistant cells more sensitive to radiation. Furthermore, the expression of ATG12 (Ubiquitin-like protein), a target of miR-23b, was increased in the radioresistant cells. As ATG12 is involved in vesicle formation during autophagy, enhanced ATG12 expression increased autophagy and, subsequently, radioresistance. Furthermore, an association between decreased ATG12 expression and elevated miR-23b levels was observed in human pancreatic cancer tissue, indicating that miR-23b might affect autophagy activity in pancreatic cancer cells [123]. Another study showed that miR-216a can render radioresistant pancreatic cancer cells radiosensitive by inhibiting beclin-1-mediated autophagy [124]. Additionally, in a xenograft mouse model, miR-216a expression reduced the tumor growth after irradiation.
Tomihara et al. observed that high c-Met expression is associated with lower PFS and OS in pancreatic cancer patients receiving preoperative radiochemotherapy [125]. Further investigations revealed that miR-181b is downregulated in radioresistant pancreatic cancer cell lines leading to the upregulation of the transcription factor ETS1 and the c-Met pathway [125].
mTOR expression and subsequent mTOR signaling pathways have been upregulated after RT in human pancreatic cancer biopsies [61]. In vitro, mTOR was also upregulated upon radiation and mTOR expression has been shown to contribute to radioresistance. As mTOR is a miR-99b target, down-regulation of miR-99b enhanced mTOR expression and radioresistance in vitro [61].
Increased miR-193a levels have been found in irradiated dying pancreatic cancer cells, leading to elevated miR-193a levels in surviving cells [127]. Furthermore, miR-193a promotes proliferation and repopulation of the surviving cells via TGF-β2/TGF-βRIII signaling [127]. In patient-derived xenograft mouse models, radiation in combination with miR-193 antagonist inhibited cell repopulation and metastasis, and improved the survival. These data suggest that inhibition of miR-193 might increase radiosensitivity.
Transfection with a miR-620 mimic increased the radioresistance of MIA PaCa-2 cells and also of breast and prostate cancer cell lines [128]. The tumor suppressor gene HPGD (15-hydroxyprostaglandin dehydrogenase) was identified as a target of miR-620. miR-620 overexpression leads to degradation of HPGD, enhanced prostaglandin E2 (PGE2) levels and signaling through the EP2 receptor promoting the survival and radioresistance of tumor cells.
Pancreatic cancer cell lines have reduced miR-34a expression compared to normal pancreatic ductal epithelial cells [131]. p53 has been shown to directly regulate miR-34 family members, and subsequently, the expression of miR-34 is strongly reduced in p53-mutant cancer cells [132]. miR-34 restoration in p53-mutant pancreatic cancer cells, which have initially low miR-34 levels leads to the downregulation of anti-apoptotic Bcl-2 and the Notch signaling pathway, which is involved in the maintenance of cancer stem cells [126,132,133]. Furthermore, miR-34 restoration reduces clonogenic cell growth and enhances radio- and chemosensitivity [126]. Therefore, miR-34 may restore the tumor-suppressing function of p53 in p53-deficient human pancreatic cancer cells and might constitute a new approach to treating p53-mutated pancreatic cancer.
Inhibition of Lin28 by siRNA abrogates posttranscriptional degradation of let-7a and increases radiosensitivity of AsPc-1 cells presumably through down-regulation of Kras expression [129].
Baek et al. investigated both the influence of miRNA expression on the radiosensitivity to gamma-rays and to carbon ion beam RT [130]. Overexpression of miR-374 did not affect the sensitivity to conventional gamma-ray radiation, but the sensitivity to carbon ion beam radiation was enhanced. These data suggest that miR-374 could be a potential radiosensitizer for carbon ion RT.
In summary, only a few miRNAs associated with radioresistance in pancreatic cancer have been identified so far. Therefore, comprehensive studies analyzing miRNA expression profiles are necessary to identify miRNAs, which can predict the individual radiosensitivity or constitute targets for radiosensitization.
3. Discussion
Nowadays, early diagnosis is essential for the successful treatment of pancreatic cancer, and surgical resection is the only potentially curative therapy [3]. Since pancreatic cancer is a locally invasive as well as a systemic disease, the disease recurs in most patients, which leads to a five-year survival rate of only 30% after complete resection [134]. miRNAs could help to detect pancreatic cancer in an earlier stage, leading to increased curative treatments. In addition, more research into neoadjuvant treatment options, including RT or combined CRT, is urgently needed. The goal of RT is mainly to downsize the tumor to enable a secondary resection. Therefore, neoadjuvant RT may lead to improved long-term prognosis in patients with borderline and primary non-resectable, locally advanced pancreatic cancer [4]. While RT was historically a central treatment component, its role has been called into question based on the publication of clinical trials with conflicting results and due to the effectiveness of combined chemotherapeutic regimes (e.g., FOLFIRINOX) [135].
Novel molecular biomarkers are required to increase the efficacy of RT and to define which patients benefit most from it [21]. Especially, miRNAs could have the potential as novel biomarkers for diagnosis, monitoring of recurrence, and predicting prognosis and survival of patients with pancreatic cancer [22,136]. Our present study provides an identification of miRNAs in an in vivo pancreatic cancer mouse model. A panel of seven miRNAs was significantly upregulated in plasma of tumor-bearing mice (Figure 1). In the next step, this biomarker panel should be validated in plasma of pancreatic cancer patients. Especially, circulating miRNAs represent a valuable source and are easily accessible [26].
Several miRNAs have been shown to play a role in radioresistance in different tumor entities [56,91]. Furthermore, significant changes in the expression levels of miRNAs can be observed after exposure to IR. It is known that miRNAs are responsible for regulating almost every cellular pathway, including the DNA damage response after IR [57]. Understanding the regulation and function of miRNAs is essential to improve the effectiveness of RT. To determine radiation-induced miRNA changes in the plasma of tumor-bearing mice, local irradiation of subcutaneous MIA PaCa-2 tumors was performed. Small RNA sequencing revealed 21 miRNAs that were significantly regulated (Figure 2). Interestingly, 20 out of these 21 miRNAs were downregulated. Although a mechanistic basis is not yet available, the reduced levels can be assumed to promote translation of specific miRNA target proteins [137]. A current literature search reveals an association between the expression of these miRNAs, their targets (e.g., Chk1, c-Myc, ATM and Cyclins) and either radioresistance or radiosensitivity (Table 2) [98,107,113,120]. Most of these miRNAs (miR-15b, miR-451, miR-186, miR-421, miR-98, miR-142, miR-26b, miR-16, let-7 family) mediate radiosensitivity [98,105,106,107,108,109,112,113,114,116,117,118,120,121] suggesting that the radiation-induced downregulation of these miRNAs might enhance radioresistance.
Specifically, for pancreatic cancer, only very few publications about the interplay between miRNAs and radioresistance exist, which were reviewed in this manuscript (Table 3).
Although radioresistance is rather complex, emerging evidence has demonstrated that epigenetic alterations, including miRNA changes, play important roles in resistance to RT. Therefore, more comprehensive preclinical and clinical studies analyzing miRNA expression profiles in context with radioresistance are urgently needed to identify miRNAs that can predict the individual radiosensitivity. Moreover, further studies are required to confirm the molecular mechanisms of the deregulated circulating miRNAs as diagnostic biomarkers for pancreatic cancer. In addition, miRNAs can help to develop innovative cancer therapies, which is of great significance for improving the life expectancy of pancreatic cancer patients [138].
The possibility to detect miRNAs in blood samples makes them a promising tool for rapid PDAC diagnosis, as well as patient stratification, to allow personalized therapy [139]. However, miRNAs are not yet routinely used for cancer management, and we should consider the challenges behind this strategy. One of them is the need to standardize protocols [140]. From sample collection and preparation to miRNA detection, inter-laboratory reproducibility must be ensured. In this regard, sampling tubes, patient-related factors, sample storage, and sample processing can affect RNA yield and purity [141]. The high heterogeneity of PDAC should also be regarded as an additional challenge, as it makes it harder to select reliable biomarkers [139]. Concerning miRNAs applications in RT, it should also be considered that there is still insufficient knowledge about their functions in different RT concepts such as dose fractionation. Information is also lacking regarding the use of alternative radiation qualities such as protons or carbon ions and the tumor microenvironment such as hypoxia. Additionally, the translation of preclinical data from in vitro or xenograft models into clinical routine using patient materials is still poorly realized [137]. Preclinical miRNA candidates will have to be investigated in large prospective trials of different PDAC patient populations to gain confidence in the selected biomarkers [142]. Future trials should be designed to evaluate miRNA biomarkers in a temporal manner, by collecting samples before and after RT, leading us towards personalized RT for PDAC [142].
4. Conclusions
In the last decade, miRNAs have become promising tools as prognostic and diagnostic biomarkers as well as therapeutic targets for innovative and personalized cancer treatment. Several miRNAs have been found differentially expressed and to be predictive for the treatment outcome in multiple cancer entities. With a five-year survival rate of less than 7%, pancreatic cancer presents an urgent need to identify the subset of patients which could benefit from treatment intensification and to establish novel individualized CRT treatment options. In this article, we focused on the role of miRNAs in pancreatic cancer, radioresistance, and radiation-induced changes, which could lead the way to personalized treatment in the future.
Acknowledgments
The graphical abstract was created with BioRender.com.
Supplementary Materials
The following are available online at https://www.mdpi.com/2072-6694/12/12/3703/s1, Supplementary Methods, Table S1: miRNAs significantly upregulated in the plasma of tumor-bearing mice, Table S2: miRNAs significantly down- or upregulated in plasma of tumor-bearing mice after irradiation with 5 Gy.
Author Contributions
Conceptualization, project administration, and funding acquisition S.E.C.; Writing—original draft preparation: L.N., D.S., S.D., S.R., M.S.F., T.E.S., Methodology and investigation: L.N., D.B., M.W.P. All authors have read and agreed to the published version of the manuscript.
Funding
This work was funded in part by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) Projektnummer 329628492—SFB 1321 Project 15 and by “Translational & Clinical Projects”, Helmholtz Zentrum München, the German Consortium for Translational Cancer Research, Munich/TUM site and the Medical Faculty of TUM. S.D. acknowledges the “Hans und Klementia Langmatz Stiftung” and the KKF, Medical Faculty of the Technical University of Munich (TUM), for research support.
Conflicts of Interest
The authors declare no conflict of interest.
Footnotes
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.
References
- 1.Rahib L., Smith B.D., Aizenberg R., Rosenzweig A.B., Fleshman J.M., Matrisian L.M. Projecting Cancer Incidence and Deaths to 2030: The Unexpected Burden of Thyroid, Liver, and Pancreas Cancers in the United States. Cancer Res. 2014;74:2913–2921. doi: 10.1158/0008-5472.CAN-14-0155. [DOI] [PubMed] [Google Scholar]
- 2.Kleeff J., Korc M., Apte M., La Vecchia C., Johnson C.D., Biankin A.V., Neale R.E., Tempero M., Tuveson D.A., Hruban R.H., et al. Pancreatic cancer. Nat. Rev. Dis. Prim. 2016;2:16022. doi: 10.1038/nrdp.2016.22. [DOI] [PubMed] [Google Scholar]
- 3.Kandel P., Wallace M.B., Stauffer J., Bolan C., Raimondo M., Woodward T.A., Gomez V., Ritter A.W., Asbun H., Mody K. Survival of Patients with Oligometastatic Pancreatic Ductal Adenocarcinoma Treated with Combined Modality Treatment Including Surgical Resection: A Pilot Study. J. Pancreat. Cancer. 2018;4:88–94. doi: 10.1089/pancan.2018.0011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Combs S.E., Habermehl D., Kessel K.A., Bergmann F., Werner J., Naumann P., Jäger D., Büchler M.W., Debus J. Prognostic Impact of CA 19-9 on Outcome after Neoadjuvant Chemoradiation in Patients with Locally Advanced Pancreatic Cancer. Ann. Surg. Oncol. 2014;21:2801–2807. doi: 10.1245/s10434-014-3607-8. [DOI] [PubMed] [Google Scholar]
- 5.Gillen S., Schuster T., Büschenfelde C.M.Z., Friess H., Kleeff J. Preoperative/Neoadjuvant Therapy in Pancreatic Cancer: A Systematic Review and Meta-analysis of Response and Resection Percentages. PLoS Med. 2010;7:e1000267. doi: 10.1371/journal.pmed.1000267. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Dobiasch S., Fietkau R., Goerig N.L., Combs S.E. Essential role of radiation therapy for the treatment of pancreatic cancer. Strahlenther. Onkol. 2017;194:185–195. doi: 10.1007/s00066-017-1227-5. [DOI] [PubMed] [Google Scholar]
- 7.Chauffert B., Mornex F., Bonnetain F., Rougier P., Mariette C., Bouché O., Bosset J.F., Aparicio T., Mineur L., Azzedine A., et al. Phase III trial comparing intensive induction chemoradiotherapy (60 Gy, infusional 5-FU and intermittent cisplatin) followed by maintenance gemcitabine with gemcitabine alone for locally advanced unresectable pancreatic cancer. Definitive results of the 2000–01 FFCD/SFRO study. Ann. Oncol. 2008;19:1592–1599. doi: 10.1093/annonc/mdn281. [DOI] [PubMed] [Google Scholar]
- 8.Hammel P., Huguet F.F., Van Laethem J.-L., Goldstein D.D., Glimelius B., Artru P.P., Borbath I., Bouché O., Shannon J.J., André T., et al. Effect of Chemoradiotherapy vs Chemotherapy on Survival in Patients With Locally Advanced Pancreatic Cancer Controlled after 4 Months of Gemcitabine with or without Erlotinib. JAMA. 2016;315:1844–1853. doi: 10.1001/jama.2016.4324. [DOI] [PubMed] [Google Scholar]
- 9.Loehrer P.J., Sr., Feng Y., Cardenes H., Wagner L., Brell J.M., Cella D., Flynn P., Ramanathan R.K., Crane C.H., Alberts S.R., et al. Gemcitabine Alone Versus Gemcitabine Plus Radiotherapy in Patients With Locally Advanced Pancreatic Cancer: An Eastern Cooperative Oncology Group Trial. J. Clin. Oncol. 2011;29:4105–4112. doi: 10.1200/JCO.2011.34.8904. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Brunner M., Wu Z., Krautz C., Pilarsky C., Grützmann R., Weber G.F. Current Clinical Strategies of Pancreatic Cancer Treatment and Open Molecular Questions. Int. J. Mol. Sci. 2019;20:4543. doi: 10.3390/ijms20184543. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Moertel C.G., Frytak S., Hahn R.G., O’Connell M.J., Reitemeier R.J., Rubin J., Schutt A.J., Weiland L.H., Childs D.S., Holbrook M.A., et al. Therapy of locally unresectable pancreatic carcinoma: A randomized comparison of high dose (6000 rads) radiation alone, moderate dose radiation (4000 rads + 5-fluorouracil), and high dose radiation + 5-fluorouracil. The gastrointestinal tumor study group. Cancer. 1981;48:1705–1710. doi: 10.1002/1097-0142(19811015)48:8<1705::AID-CNCR2820480803>3.0.CO;2-4. [DOI] [PubMed] [Google Scholar]
- 12.Mukherjee S., Hurt C.N., Bridgewater J., Falk S., Cummins S., Wasan H., Crosby T., Jephcott C., Roy R., Radhakrishna G., et al. Gemcitabine-based or capecitabine-based chemoradiotherapy for locally advanced pancreatic cancer (SCALOP): A multicentre, randomised, phase 2 trial. Lancet Oncol. 2013;14:317–326. doi: 10.1016/S1470-2045(13)70021-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Suker M., Nuyttens J.J., Koerkamp B.G., Eskens F.A.L.M., Van Eijck C.H. FOLFIRINOX and radiotherapy for locally advanced pancreatic cancer: A cohort study. J. Surg. Oncol. 2018;118:1021–1026. doi: 10.1002/jso.25233. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Mancini B.R., Stein S., Lloyd S., Rutter C.E., James E., Chang B.W., Lacy J., Johung K.L. Chemoradiation after FOLFIRINOX for borderline resectable or locally advanced pancreatic cancer. J. Gastrointest. Oncol. 2018;9:982–988. doi: 10.21037/jgo.2018.04.03. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Murphy J.E., Wo J.Y., Ryan D.P., Jiang W., Yeap B.Y., Drapek L.C., Blaszkowsky L.S., Kwak E.L., Allen J.N., Clark J.W., et al. Total Neoadjuvant Therapy with FOLFIRINOX Followed by Individualized Chemoradiotherapy for Borderline Resectable Pancreatic Adenocarcinoma. JAMA Oncol. 2018;4:963–969. doi: 10.1001/jamaoncol.2018.0329. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Tran N.H., Sahai V., Griffith K.A., Nathan H., Kaza R., Cuneo K.C., Shi J., Kim E., Sonnenday C.J., Cho C.S., et al. Phase 2 Trial of Neoadjuvant FOLFIRINOX and Intensity Modulated Radiation Therapy Concurrent With Fixed-Dose Rate-Gemcitabine in Patients With Borderline Resectable Pancreatic Cancer. Int. J. Radiat. Oncol. 2020;106:124–133. doi: 10.1016/j.ijrobp.2019.08.057. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Katz M.H.G., Ou F.S., Herman J.M., Ahmad S.A., Wolpin B., Marsh R., Behr S., Shi Q., Chuong M., Schwartz L.H., et al. Alliance for clinical trials in oncology (ALLIANCE) trial A021501: Preoperative extended chemotherapy vs. chemotherapy plus hypofractionated radiation therapy for borderline resectable adenocarcinoma of the head of the pancreas. BMC Cancer. 2017;17:505. doi: 10.1186/s12885-017-3441-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Ng S.P., Koay E.J. Current and emerging radiotherapy strategies for pancreatic adenocarcinoma: Stereotactic, intensity modulated and particle radiotherapy. Ann. Pancreat. Cancer. 2018;1:22. doi: 10.21037/apc.2018.07.03. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Neesse A., Bauer C.A., Öhlund D., Lauth M., Buchholz M., Michl P., Tuveson D., Gress T.M. Stromal biology and therapy in pancreatic cancer: Ready for clinical translation? Gut. 2019;68:159–171. doi: 10.1136/gutjnl-2018-316451. [DOI] [PubMed] [Google Scholar]
- 20.Wu X., Tang W., Marquez R.T., Li K., Highfill C.A., He F., Lian J., Lin J., Fuchs J.R., Ji M., et al. Overcoming chemo/radio-resistance of pancreatic cancer by inhibiting STAT3 signaling. Oncotarget. 2016;7:11708–11723. doi: 10.18632/oncotarget.7336. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Wang F., Xia X., Yang C., Shen J., Mai J., Kim H.-C., Kirui D., Kang Y., Fleming J.B., Koay E.J., et al. SMAD4Gene Mutation Renders Pancreatic Cancer Resistance to Radiotherapy through Promotion of Autophagy. Clin. Cancer Res. 2018;24:3176–3185. doi: 10.1158/1078-0432.CCR-17-3435. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Su Q., Zhu E.C., Qu Y.-L., Wang D.-Y., Qu W.-W., Zhang C., Wu T., Gao Z.-H. Serum level of co-expressed hub miRNAs as diagnostic and prognostic biomarkers for pancreatic ductal adenocarcinoma. J. Cancer. 2018;9:3991–3999. doi: 10.7150/jca.27697. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Quattrochi B., Gulvady A., Driscoll D.R., Sano M., Klimstra D.S., Turner C.E., Lewis B.C. MicroRNAs of the mir-17~92 cluster regulate multiple aspects of pancreatic tumor development and progression. Oncotarget. 2017;8:35902–35918. doi: 10.18632/oncotarget.16277. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Vidigal J.A., Ventura A. The biological functions of miRNAs: Lessons from in vivo studies. Trends Cell Biol. 2015;25:137–147. doi: 10.1016/j.tcb.2014.11.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Royam M.M., Ramesh N., Shanker R., Sabarimurugan S., Kumarasamy C., Muthukaliannan G.K., Baxi S., Gupta A., Krishnan S., Jayaraj R. miRNA Predictors of Pancreatic Cancer Chemotherapeutic Response: A Systematic Review and Meta-Analysis. Cancers. 2019;11:900. doi: 10.3390/cancers11070900. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Fesler A., Ju J. Development of microRNA-based therapy for pancreatic cancer. J. Pancreatol. 2019;2:147–151. doi: 10.1097/JP9.0000000000000029. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Chhatriya B., Mukherjee M., Ray S.K., Sarkar P., Chatterjee S., Nath D., Das K., Goswami S. Comparison of tumour and serum specific microRNA changes dissecting their role in pancreatic ductal adenocarcinoma: A meta-analysis. BMC Cancer. 2019;19:1175. doi: 10.1186/s12885-019-6380-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Ouyang H., Gore J., Deitz S., Korc M. microRNA-10b enhances pancreatic cancer cell invasion by suppressing TIP30 expression and promoting EGF and TGF-β actions. Oncogene. 2013;33:4664–4674. doi: 10.1038/onc.2013.405. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Qu K., Zhang X., Lin T., Liu T., Wang Z., Liu S., Zhou L., Wei J., Chang H., Li K., et al. Circulating miRNA-21-5p as a diagnostic biomarker for pancreatic cancer: Evidence from comprehensive miRNA expression profiling analysis and clinical validation. Sci. Rep. 2017;7:1692. doi: 10.1038/s41598-017-01904-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Vila-Navarro E., Duran-Sanchon S., Vila-Casadesús M., Moreira L., Ginès À., Cuatrecasas M., Lozano J.J., Bujanda L., Castells A., Gironella M. Novel Circulating miRNA Signatures for Early Detection of Pancreatic Neoplasia. Clin. Transl. Gastroenterol. 2019;10:e00029. doi: 10.14309/ctg.0000000000000029. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Karasek P., Gablo N., Hlavsa J., Kiss I., Vychytilova-Faltejskova P., Hermanova M., Kala Z., Slaby O., Prochazka V. Pre-operative Plasma miR-21-5p Is a Sensitive Biomarker and Independent Prognostic Factor in Patients with Pancreatic Ductal Adenocarcinoma Undergoing Surgical Resection. Cancer Genom. Proteom. 2018;15:321–327. doi: 10.21873/cgp.20090. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Kawaguchi T., Komatsu S., Ichikawa D., Morimura R., Tsujiura M., Konishi H., Takeshita H., Nagata H., Arita T., Hirajima S., et al. Clinical impact of circulating miR-221 in plasma of patients with pancreatic cancer. Br. J. Cancer. 2013;108:361–369. doi: 10.1038/bjc.2012.546. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Lemberger M., Loewenstein S., Lubezky N., Nizri E., Pasmanik-Chor M., Barazovsky E., Klausner J.M., Lahat G. MicroRNA profiling of pancreatic ductal adenocarcinoma (PDAC) reveals signature expression related to lymph node metastasis. Oncotarget. 2019;10:2644–2656. doi: 10.18632/oncotarget.26804. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Wolfe A.R., Wald P., Webb A., Sebastian N., Walston S., Robb R., Chen W., Vedaie M., Dillhoff M., Frankel W.L., et al. A microRNA-based signature predicts local-regional failure and overall survival after pancreatic cancer resection. Oncotarget. 2020;11:913–923. doi: 10.18632/oncotarget.27496. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Schmiegel W.-H., Kreiker C., Eberl W., Arndt R., Classen M., Greten H., Jessen K., Kalthoff H., Soehendra N., Thiele H.-G. Monoclonal antibody defines CA 19-9 in pancreatic juices and sera. Gut. 1985;26:456–460. doi: 10.1136/gut.26.5.456. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Liu J., Gao J., Du Y., Li Z., Ren Y., Gu J., Wang X., Gong Y., Wang W., Kong X. Combination of plasma microRNAs with serum CA19-9 for early detection of pancreatic cancer. Int. J. Cancer. 2012;131:683–691. doi: 10.1002/ijc.26422. [DOI] [PubMed] [Google Scholar]
- 37.LaConti J.J., Shivapurkar N., Preet A., Mays A.D., Peran I., Kim S.E., Marshall J.L., Riegel A.T., Wellstein A. Tissue and Serum microRNAs in the KrasG12D Transgenic Animal Model and in Patients with Pancreatic Cancer. PLoS ONE. 2011;6:e20687. doi: 10.1371/journal.pone.0020687. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Mazza T., Copetti M., Capocefalo D., Fusilli C., Biagini T., Carella M., De Bonis A., Mastrodonato N., Piepoli A., Pazienza V., et al. MicroRNA co-expression networks exhibit increased complexity in pancreatic ductal compared to Vater’s papilla adenocarcinoma. Oncotarget. 2017;8:105320–105339. doi: 10.18632/oncotarget.22184. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Zhou C., Lu Y., Li X. miR-339-3p inhibits proliferation and metastasis of colorectal cancer. Oncol. Lett. 2015;10:2842–2848. doi: 10.3892/ol.2015.3661. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Xin L., Gao J., Wang D., Lin J.-H., Liao Z., Ji J.-T., Du T.-T., Jiang F., Hu L.-H., Li Z. Novel blood-based microRNA biomarker panel for early diagnosis of chronic pancreatitis. Sci. Rep. 2017;7:40019. doi: 10.1038/srep40019. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Liu X., Xu X., Pan B., He B., Chen X., Zeng K., Xu M., Pan Y., Sun H., Xu T., et al. Circulating miR-1290 and miR-320d as Novel Diagnostic Biomarkers of Human Colorectal Cancer. J. Cancer. 2019;10:43–50. doi: 10.7150/jca.26723. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Li W., Ding X., Wang S., Xu L., Yin T., Han S., Geng J., Sun W. Downregulation of serum exosomal miR-320d predicts poor prognosis in hepatocellular carcinoma. J. Clin. Lab. Anal. 2020;34:e23239. doi: 10.1002/jcla.23239. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Long M., Zhan M., Xu S., Yang R., Chen W., Zhang S., Shi Y., Yongheng S., Mohan M., Liu Q., et al. miR-92b-3p acts as a tumor suppressor by targeting Gabra3 in pancreatic cancer. Mol. Cancer. 2017;16:167. doi: 10.1186/s12943-017-0723-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Tang S., Cheng J., Yao Y., Lou C., Wang L., Huang X., Zhang Y. Combination of Four Serum Exosomal MiRNAs as Novel Diagnostic Biomarkers for Early-Stage Gastric Cancer. Front. Genet. 2020;11:237. doi: 10.3389/fgene.2020.00237. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Li Q., Li Z., Wei S., Wang W., Chen Z., Zhang L., Chen L., Li B., Sun G., Xu J., et al. Overexpression of miR-584-5p inhibits proliferation and induces apoptosis by targeting WW domain-containing E3 ubiquitin protein ligase 1 in gastric cancer. J. Exp. Clin. Cancer Res. 2017;36:59. doi: 10.1186/s13046-017-0532-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Zhou X., Wen W., Shan X., Zhu W., Xu J., Guo R., Cheng W., Wang F., Qi L.-W., Chen Y., et al. A six-microRNA panel in plasma was identified as a potential biomarker for lung adenocarcinoma diagnosis. Oncotarget. 2017;8:6513–6525. doi: 10.18632/oncotarget.14311. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Ni J., Zheng H., Huang Z., Hong Y., Ou Y., Tao Y., Wang M., Wang Z., Yang Y., Zhou W. MicroRNA-197-3p acts as a prognostic marker and inhibits cell invasion in hepatocellular carcinoma. Oncol. Lett. 2018;17:2317–2327. doi: 10.3892/ol.2018.9848. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Shimomura A., Shiino S., Kawauchi J., Takizawa S., Sakamoto H., Matsuzaki J., Ono M., Takeshita F., Niida S., Shimizu C., et al. Novel combination of serum microRNA for detecting breast cancer in the early stage. Cancer Sci. 2016;107:326–334. doi: 10.1111/cas.12880. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Xu Y.-F., Hannafon B.N., Zhao Y.D., Postier R.G., Ding W.-Q. Plasma exosome miR-196a and miR-1246 are potential indicators of localized pancreatic cancer. Oncotarget. 2017;8:77028–77040. doi: 10.18632/oncotarget.20332. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Wei J., Yang L., Wu Y.-N., Xu J. Serum miR-1290 and miR-1246 as Potential Diagnostic Biomarkers of Human Pancreatic Cancer. J. Cancer. 2020;11:1325–1333. doi: 10.7150/jca.38048. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Madhavan B., Yue S., Galli U., Rana S., Gross W., Müller M., Giese N.A., Kalthoff H., Becker T., Büchler M.W., et al. Combined evaluation of a panel of protein and miRNA serum-exosome biomarkers for pancreatic cancer diagnosis increases sensitivity and specificity. Int. J. Cancer. 2015;136:2616–2627. doi: 10.1002/ijc.29324. [DOI] [PubMed] [Google Scholar]
- 52.Shi Y., Wang Z., Zhu X., Chen L., Ma Y., Wang J., Yang X.-Z., Liu Z. Exosomal miR-1246 in serum as a potential biomarker for early diagnosis of gastric cancer. Int. J. Clin. Oncol. 2019;25:89–99. doi: 10.1007/s10147-019-01532-9. [DOI] [PubMed] [Google Scholar]
- 53.Takeshita N., Hoshino I., Mori M., Akutsu Y., Hanari N., Yoneyama Y., Ikeda N., Isozaki Y., Maruyama T., Akanuma N., et al. Serum microRNA expression profile: miR-1246 as a novel diagnostic and prognostic biomarker for oesophageal squamous cell carcinoma. Br. J. Cancer. 2013;108:644–652. doi: 10.1038/bjc.2013.8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Nagamitsu Y., Nishi H., Sasaki T., Takaesu Y., Terauchi F., Isaka K. Profiling analysis of circulating microRNA expression in cervical cancer. Mol. Clin. Oncol. 2016;5:189–194. doi: 10.3892/mco.2016.875. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Czochor J.R., Glazer P.M. microRNAs in Cancer Cell Response to Ionizing Radiation. Antioxid. Redox Signal. 2014;21:293–312. doi: 10.1089/ars.2013.5718. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Chaudhry M.A. Radiation-induced microRNA: Discovery, functional analysis, and cancer radiotherapy. J. Cell. Biochem. 2014;115:436–449. doi: 10.1002/jcb.24694. [DOI] [PubMed] [Google Scholar]
- 57.Mao A., Liu Y., Zhang H., Di C., Sun C. microRNA Expression and Biogenesis in Cellular Response to Ionizing Radiation. DNA Cell Biol. 2014;33:667–679. doi: 10.1089/dna.2014.2401. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.Zhang X., Wan G., Berger F.G., He X., Lu X. The ATM Kinase Induces MicroRNA Biogenesis in the DNA Damage Response. Mol. Cell. 2011;41:371–383. doi: 10.1016/j.molcel.2011.01.020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.He L., He X., Lim L.P., De Stanchina E., Xuan Z., Liang Y., Xue W., Zender L., Magnus J.F., Ridzon D., et al. A microRNA component of the p53 tumour suppressor network. Nat. Cell Biol. 2007;447:1130–1134. doi: 10.1038/nature05939. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Saleh A.D., Savage J.E., Cao L., Soule B.P., Ly D., DeGraff W., Harris C.C., Mitchell J.B., Simone N.L. Cellular Stress Induced Alterations in MicroRNA let-7a and let-7b Expression Are Dependent on p53. PLoS ONE. 2011;6:e24429. doi: 10.1371/journal.pone.0024429. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Wei F., Liu Y., Guo Y., Xiang A., Wang G.-Y., Xue X., Lu Z. miR-99b-targeted mTOR induction contributes to irradiation resistance in pancreatic cancer. Mol. Cancer. 2013;12:81. doi: 10.1186/1476-4598-12-81. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Jiang M.-J., Chen Y.-Y., Dai J.-J., Gu D.-N., Mei Z., Liu F.-R., Huang Q., Tian L. Dying tumor cell-derived exosomal miR-194-5p potentiates survival and repopulation of tumor repopulating cells upon radiotherapy in pancreatic cancer. Mol. Cancer. 2020;19:1–15. doi: 10.1186/s12943-020-01178-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 63.Małachowska B., Tomasik B., Stawiski K., Kulkarni S., Guha C., Chowdhury D., Fendler W. Circulating microRNAs as Biomarkers of Radiation Exposure: A Systematic Review and Meta-Analysis. Int. J. Radiat. Oncol. 2020;106:390–402. doi: 10.1016/j.ijrobp.2019.10.028. [DOI] [PubMed] [Google Scholar]
- 64.Farsinejad S., Rahaie M., Alizadeh A.M., Mir-Derikvand M., Gheisary Z., Nosrati H., Khalighfard S. Expression of the circulating and the tissue microRNAs after surgery, chemotherapy, and radiotherapy in mice mammary tumor. Tumor Biol. 2016;37:14225–14234. doi: 10.1007/s13277-016-5292-7. [DOI] [PubMed] [Google Scholar]
- 65.Long Z.-W., Wu J.-H., Hong C., Wang Y.-N., Zhou Y. MiR-374b Promotes Proliferation and Inhibits Apoptosis of Human GIST Cells by Inhibiting PTEN through Activation of the PI3K/Akt Pathway. Mol. Cells. 2018;41:532–544. doi: 10.14348/molcells.2018.2211. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 66.Sun W., Lan J., Chen L., Qiu J., Luo Z., Li M., Wang J., Zhao J., Zhang T., Long X., et al. A mutation in porcine pre-miR-15b alters the biogenesis of MiR-15b\16-1 cluster and strand selection of MiR-15b. PLoS ONE. 2017;12:e0178045. doi: 10.1371/journal.pone.0178045. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 67.Zhang W.-L., Zhang J., Wu X.-Z., Yan T., Lv W. miR-15b promotes epithelial-mesenchymal transition by inhibiting SMURF2 in pancreatic cancer. Int. J. Oncol. 2015;47:1043–1053. doi: 10.3892/ijo.2015.3076. [DOI] [PubMed] [Google Scholar]
- 68.Yang W., Zhou C., Luo M., Shi X., Li Y., Sun Z., Zhou F., Chen Z., He J. MiR-652-3p is upregulated in non-small cell lung cancer and promotes proliferation and metastasis by directly targeting Lgl1. Oncotarget. 2016;7:16703–16715. doi: 10.18632/oncotarget.7697. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 69.Liu S., Luan J., Ding Y. miR-144-3p Targets FosB Proto-oncogene, AP-1 Transcription Factor Subunit (FOSB) to Suppress Proliferation, Migration, and Invasion of PANC-1 Pancreatic Cancer Cells. Oncol. Res. Featur. Preclin. Clin. Cancer Ther. 2018;26:683–690. doi: 10.3727/096504017X14982585511252. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 70.Cioffi M., Trabulo S.M., Vallespinos M., Raj D., Kheir T.B., Lin M.-L., Begum J., Baker A.-M., Amgheib A., Saif J., et al. The miR-25-93-106b cluster regulates tumor metastasis and immune evasion via modulation of CXCL12 and PD-L1. Oncotarget. 2017;8:21609–21625. doi: 10.18632/oncotarget.15450. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.Brahmer J.R., Tykodi S.S., Chow L.Q.M., Hwu W.-J., Topalian S.L., Hwu P., Drake C.G., Camacho L.H., Kauh J., Odunsi K., et al. Safety and Activity of Anti–PD-L1 Antibody in Patients with Advanced Cancer. N. Engl. J. Med. 2012;366:2455–2465. doi: 10.1056/NEJMoa1200694. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 72.Fukumoto I., Kinoshita T., Hanazawa T., Kikkawa N., Chiyomaru T., Enokida H., Yamamoto N., Goto Y., Nishikawa R., Nakagawa M., et al. Identification of tumour suppressive microRNA-451a in hypopharyngeal squamous cell carcinoma based on microRNA expression signature. Br. J. Cancer. 2014;111:386–394. doi: 10.1038/bjc.2014.293. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 73.Zhang Z.-L., Bai Z.-H., Wang X.-B., Bai L., Miao F., Pei H.-H. miR-186 and 326 Predict the Prognosis of Pancreatic Ductal Adenocarcinoma and Affect the Proliferation and Migration of Cancer Cells. PLoS ONE. 2015;10:e0118814. doi: 10.1371/journal.pone.0118814. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 74.Yu J., Ohuchida K., Mizumoto K., Fujita H., Nakata K., Tanaka M. MicroRNAmiR-17-5pis overexpressed in pancreatic cancer, associated with a poor prognosis, and involved in cancer cell proliferation and invasion. Cancer Biol. Ther. 2010;10:748–757. doi: 10.4161/cbt.10.8.13083. [DOI] [PubMed] [Google Scholar]
- 75.Zhu Y., Gu J., Li Y., Peng C., Shi M., Wang X., Wei G., Ge O., Wang D., Zhang B., et al. MiR-17-5p enhances pancreatic cancer proliferation by altering cell cycle profiles via disruption of RBL2/E2F4-repressing complexes. Cancer Lett. 2018;412:59–68. doi: 10.1016/j.canlet.2017.09.044. [DOI] [PubMed] [Google Scholar]
- 76.Yan H.-J., Liu W.-S., Sun W.-H., Wu J., Ji M., Wang Q., Zheng X., Jiang J., Wu C. miR-17-5p Inhibitor Enhances Chemosensitivity to Gemcitabine Via Upregulating Bim Expression in Pancreatic Cancer Cells. Dig. Dis. Sci. 2012;57:3160–3167. doi: 10.1007/s10620-012-2400-4. [DOI] [PubMed] [Google Scholar]
- 77.Hao J., Zhang S., Zhou Y., Liu C., Hu X.-G., Shao C. MicroRNA 421 suppresses DPC4/Smad4 in pancreatic cancer. Biochem. Biophys. Res. Commun. 2011;406:552–557. doi: 10.1016/j.bbrc.2011.02.086. [DOI] [PubMed] [Google Scholar]
- 78.Siragam V., Rutnam Z.J., Yang W., Fang L., Luo L., Yang X., Li M., Deng Z., Qian J., Peng C., et al. MicroRNA miR-98 inhibits tumor angiogenesis and invasion by targeting activin receptor-like kinase-4 and matrix metalloproteinase-11. Oncotarget. 2012;3:1370–1385. doi: 10.18632/oncotarget.717. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 79.Wang L., Yuan C., Lv K., Xie S., Fu P., Liu X., Chen Y., Qin C., Deng W., Hu W. Lin28 Mediates Radiation Resistance of Breast Cancer Cells via Regulation of Caspase, H2A.X and Let-7 Signaling. PLoS ONE. 2013;8:e67373. doi: 10.1371/journal.pone.0067373. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 80.Fu Y., Liu X., Chen Q., Liu T., Lu C., Yu J., Miao Y., Wei J. Downregulated miR-98-5p promotes PDAC proliferation and metastasis by reversely regulating MAP4K4. J. Exp. Clin. Cancer Res. 2018;37:130. doi: 10.1186/s13046-018-0807-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 81.Morimura R., Komatsu S., Ichikawa D., Takeshita H., Tsujiura M., Nagata H., Konishi H., Shiozaki A., Ikoma H., Okamoto K., et al. Novel diagnostic value of circulating miR-18a in plasma of patients with pancreatic cancer. Br. J. Cancer. 2011;105:1733–1740. doi: 10.1038/bjc.2011.453. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 82.Zhao F., Pu Y., Qian L., Zang C., Tao Z., Gao J. MiR-20a-5p promotes radio-resistance by targeting NPAS2 in nasopharyngeal cancer cells. Oncotarget. 2017;8:105873–105881. doi: 10.18632/oncotarget.22411. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 83.Zhang Y., Zheng L., Ding Y., Li Q., Wang R., Liu T., Sun Q., Yang H., Peng S., Wang W., et al. MiR-20a Induces Cell Radioresistance by Activating the PTEN/PI3K/Akt Signaling Pathway in Hepatocellular Carcinoma. Int. J. Radiat. Oncol. 2015;92:1132–1140. doi: 10.1016/j.ijrobp.2015.04.007. [DOI] [PubMed] [Google Scholar]
- 84.Huang J.-W., Wang Y., Dhillon K.K., Calses P., Villegas E., Mitchell P.S., Tewari M., Kemp C.J., Taniguchi T. Systematic Screen Identifies miRNAs That Target RAD51 and RAD51D to Enhance Chemosensitivity. Mol. Cancer Res. 2013;11:1564–1573. doi: 10.1158/1541-7786.MCR-13-0292. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 85.Lu Y., Ji N., Wei W., Sun W., Gong X., Wang X. MiR-142 modulates human pancreatic cancer proliferation and invasion by targeting hypoxia-inducible factor 1 (HIF-1α) in the tumor microenvironments. Biol. Open. 2017;6:252–259. doi: 10.1242/bio.021774. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 86.Deng J., He M., Chen L., Chen C., Zheng J., Cai Z. The Loss of miR-26a-Mediated Post-Transcriptional Regulation of Cyclin E2 in Pancreatic Cancer Cell Proliferation and Decreased Patient Survival. PLoS ONE. 2013;8:e76450. doi: 10.1371/journal.pone.0076450. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 87.Liang S., Gong X., Zhang G., Huang G., Lu Y., Li Y.-X. MicroRNA-140 regulates cell growth and invasion in pancreatic duct adenocarcinoma by targeting iASPP. Acta Biochim. Biophys. Sin. (Shanghai) 2016;48:174–181. doi: 10.1093/abbs/gmv127. [DOI] [PubMed] [Google Scholar]
- 88.Lan F., Yue X., Ren G., Li H., Ping L., Wang Y., Xia T. miR-15a/16 Enhances Radiation Sensitivity of Non-Small Cell Lung Cancer Cells by Targeting the TLR1/NF-κB Signaling Pathway. Int. J. Radiat. Oncol. 2015;91:73–81. doi: 10.1016/j.ijrobp.2014.09.021. [DOI] [PubMed] [Google Scholar]
- 89.Jiao L.R., Frampton A.E., Jacob J., Pellegrino L., Krell J., Giamas G., Tsim N., Vlavianos P., Cohen P., Ahmad R., et al. MicroRNAs Targeting Oncogenes Are Down-Regulated in Pancreatic Malignant Transformation from Benign Tumors. PLoS ONE. 2012;7:e32068. doi: 10.1371/journal.pone.0032068. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 90.Li H., Xiang H., Ge W., Wang H., Wang T., Xiong M. Expression and functional perspectives of miR-184 in pancreatic ductal adenocarcinoma. Int. J. Clin. Exp. Pathol. 2015;8:12313–12318. [PMC free article] [PubMed] [Google Scholar]
- 91.Zhao L., Bode A.M., Cao Y., Dong Z. Regulatory mechanisms and clinical perspectives of miRNA in tumor radiosensitivity. Carcinogenesis. 2012;33:2220–2227. doi: 10.1093/carcin/bgs235. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 92.Lal A., Pan Y., Navarro F., Dykxhoorn D.M., Moreau L., Meire E., Bentwich Z., Lieberman J., Chowdhury D. miR-24–mediated downregulation of H2AX suppresses DNA repair in terminally differentiated blood cells. Nat. Struct. Mol. Biol. 2009;16:492–498. doi: 10.1038/nsmb.1589. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 93.Yang H., Luo J., Liu Z., Zhou R., Luo H. MicroRNA-138 Regulates DNA Damage Response in Small Cell Lung Cancer Cells by Directly Targeting H2AX. Cancer Investig. 2015;33:126–136. doi: 10.3109/07357907.2015.1006329. [DOI] [PubMed] [Google Scholar]
- 94.Wang P., Zou F., Zhang X., Li H., Dulak A., Tomko R.J., Lazo J.S., Wang Z., Zhang L., Yu J., et al. microRNA-21 negatively regulates Cdc25A and cell cycle progression in colon cancer cells. Cancer Res. 2009;69:8157–8165. doi: 10.1158/0008-5472.CAN-09-1996. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 95.Yan D., Ng W.L., Zhang X., Wang P., Zhang Z., Mo Y.-Y., Mao H., Hao C., Olson J.J., Curran W.J., et al. Targeting DNA-PKcs and ATM with miR-101 Sensitizes Tumors to Radiation. PLoS ONE. 2010;5:e11397. doi: 10.1371/journal.pone.0011397. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 96.Hu H., Du L., Nagabayashi G., Seeger R.C., Gatti R.A. ATM is down-regulated by N-Myc-regulated microRNA-421. Proc. Natl. Acad. Sci. USA. 2010;107:1506–1511. doi: 10.1073/pnas.0907763107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 97.Noguchi S., Ogusu R., Wada Y., Matsuyama S., Mori T. PTEN, A Target of Microrna-374b, Contributes to the Radiosensitivity of Canine Oral Melanoma Cells. Int. J. Mol. Sci. 2019;20:4631. doi: 10.3390/ijms20184631. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 98.Mei Z., Su T., Ye J., Yang C., Zhang S., Xie C. The miR-15 Family Enhances the Radiosensitivity of Breast Cancer Cells by Targeting G2Checkpoints. Radiat. Res. 2015;183:196–207. doi: 10.1667/RR13784.1. [DOI] [PubMed] [Google Scholar]
- 99.Song L., Peng L., Hua S., Li X., Ma L., Jie J., Chen D., Wang Y., Li D. miR-144-5p Enhances the Radiosensitivity of Non-Small-Cell Lung Cancer Cells via Targeting ATF2. BioMed Res. Int. 2018;2018:5109497. doi: 10.1155/2018/5109497. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 100.Lan F., Yu H., Hu M., Xia T., Yue X. miR-144-3p exerts anti-tumor effects in glioblastoma by targeting c-Met. J. Neurochem. 2015;135:274–286. doi: 10.1111/jnc.13272. [DOI] [PubMed] [Google Scholar]
- 101.Yu L., Yang Y., Hou J., Zhai C., Song Y., Zhang Z., Qiu L., Jia X. MicroRNA-144 affects radiotherapy sensitivity by promoting proliferation, migration and invasion of breast cancer cells. Oncol. Rep. 2015;34:1845–1852. doi: 10.3892/or.2015.4173. [DOI] [PubMed] [Google Scholar]
- 102.Gu H., Liu M., Ding C., Wang X., Wang R., Wu X., Fan R. Hypoxia-responsive miR-124 and miR-144 reduce hypoxia-induced autophagy and enhance radiosensitivity of prostate cancer cells via suppressing PIM 1. Cancer Med. 2016;5:1174–1182. doi: 10.1002/cam4.664. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 103.Chen X., Liu J., Zhang Q., Liu B., Cheng Y., Zhang Y., Sun Y., Ge H., Liu Y. Exosome-mediated transfer of miR-93-5p from cancer-associated fibroblasts confer radioresistance in colorectal cancer cells by downregulating FOXA1 and upregulating TGFB3. J. Exp. Clin. Cancer Res. 2020;39:65. doi: 10.1186/s13046-019-1507-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 104.Cui H., Zhang S., Zhou H., Guo L. Direct Downregulation of B-Cell Translocation Gene 3 by microRNA-93 Is Required for Desensitizing Esophageal Cancer to Radiotherapy. Dig. Dis. Sci. 2017;62:1995–2003. doi: 10.1007/s10620-017-4579-x. [DOI] [PubMed] [Google Scholar]
- 105.Ruhl R., Rana S., Kelley K., Espinosa-Diez C., Hudson C., Lanciault C., Thomas C.R., Jr., Liana Tsikitis V., Anand S. microRNA-451a regulates colorectal cancer proliferation in response to radiation. BMC Cancer. 2018;18:517. doi: 10.1186/s12885-018-4370-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 106.Tian F., Han Y., Yan X., Zhong D., Yang G., Lei J., Li X., Wang X. Upregulation of microrna-451 increases the sensitivity of A 549 cells to radiotherapy through enhancement of apoptosis. Thorac. Cancer. 2015;7:226–231. doi: 10.1111/1759-7714.12318. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 107.Wang R., Chen D.-Q., Huang J.-Y., Zhang K., Feng B., Pan B.-Z., Chen J., De W., Chen L.-B. Acquisition of radioresistance in docetaxel-resistant human lung adenocarcinoma cells is linked with dysregulation of miR-451/c-Myc-survivin/rad-51 signaling. Oncotarget. 2014;5:6113–6129. doi: 10.18632/oncotarget.2176. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 108.Zhang T., Sun Q., Liu T., Chen J., Du S., Ren C., Liao G., Yuan Y. MiR-451 increases radiosensitivity of nasopharyngeal carcinoma cells by targeting ras-related protein 14 (RAB14) Tumor Biol. 2014;35:12593–12599. doi: 10.1007/s13277-014-2581-x. [DOI] [PubMed] [Google Scholar]
- 109.Zhang Y., Zhang W. FOXD1, negatively regulated by miR-186, promotes the proliferation, metastasis and radioresistance of nasopharyngeal carcinoma cells. Cancer Biomark. 2020;28:511–521. doi: 10.3233/CBM-191311. [DOI] [PubMed] [Google Scholar]
- 110.Lynam-Lennon N., Heavey S., Sommerville G., Bibby B.A., Ffrench B., Quinn J., Gasch C., O’Leary J.J., Gallagher M.F., Reynolds J.V., et al. MicroRNA-17 is downregulated in esophageal adenocarcinoma cancer stem-like cells and promotes a radioresistant phenotype. Oncotarget. 2016;8:11400–11413. doi: 10.18632/oncotarget.13940. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 111.Wu S.-Y., Wu A.T., Liu S.-H. MicroRNA-17-5p regulated apoptosis-related protein expression and radiosensitivity in oral squamous cell carcinoma caused by betel nut chewing. Oncotarget. 2016;7:51482–51493. doi: 10.18632/oncotarget.9856. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 112.Liu L., Cui S., Zhang R., Shi Y., Luo L. MiR-421 inhibits the malignant phenotype in glioma by directly targeting MEF2D. Am. J. Cancer Res. 2017;7:857–868. [PMC free article] [PubMed] [Google Scholar]
- 113.Mansour W.Y., Bogdanova N.V., Kasten-Pisula U., Rieckmann T., Köcher S., Borgmann K., Baumann M., Krause M., Petersen C., Hu H., et al. Aberrant overexpression of miR-421 downregulates ATM and leads to a pronounced DSB repair defect and clinical hypersensitivity in SKX squamous cell carcinoma. Radiother. Oncol. 2013;106:147–154. doi: 10.1016/j.radonc.2012.10.020. [DOI] [PubMed] [Google Scholar]
- 114.Jin Y.-Y., Chen Q.-J., Wei Y., Wang Y.-L., Wang Z.-W., Xu K., He Y., Ma H. Upregulation of microRNA-98 increases radiosensitivity in esophageal squamous cell carcinoma. J. Radiat. Res. 2016;57:468–476. doi: 10.1093/jrr/rrw068. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 115.Li B., Shi X.-B., Nori D., Chao C.K., Chen A.M., Valicenti R., White R.D. Down-regulation of microRNA 106b is involved in p21-mediated cell cycle arrest in response to radiation in prostate cancer cells. Prostate. 2011;71:567–574. doi: 10.1002/pros.21272. [DOI] [PubMed] [Google Scholar]
- 116.Troschel F.M., Böhly N., Borrmann K., Braun T., Schwickert A., Kiesel L., Eich H.T., Götte M., Greve B. miR-142-3p attenuates breast cancer stem cell characteristics and decreases radioresistance in vitro. Tumor Biol. 2018;40 doi: 10.1177/1010428318791887. [DOI] [PubMed] [Google Scholar]
- 117.Yuan F., Liu L., Lei Y., Hu Y. MiRNA-142-3p increases radiosensitivity in human umbilical cord blood mononuclear cells by inhibiting the expression of CD133. Sci. Rep. 2018;8:5674. doi: 10.1038/s41598-018-23968-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 118.Jin Q., Li X.J., Cao P.G. MicroRNA-26b Enhances the Radiosensitivity of Hepatocellular Carcinoma Cells by Targeting EphA2. Tohoku J. Exp. Med. 2016;238:143–151. doi: 10.1620/tjem.238.143. [DOI] [PubMed] [Google Scholar]
- 119.Duru N., Gernapudi R., Zhang Y., Yao Y., Lo P.-K., Wolfson B., Zhou Q. NRF2/miR-140 signaling confers radioprotection to human lung fibroblasts. Cancer Lett. 2015;369:184–191. doi: 10.1016/j.canlet.2015.08.011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 120.Wang F., Mao A., Tang J., Zhang Q., Yan J., Wang Y., Di C., Gan L., Sun C., Zhang H. microRNA-16-5p enhances radiosensitivity through modulating Cyclin D1/E1–pRb–E2F1 pathway in prostate cancer cells. J. Cell. Physiol. 2019;234:13182–13190. doi: 10.1002/jcp.27989. [DOI] [PubMed] [Google Scholar]
- 121.Samadi P., Afshar S., Amini R., Najafi R., Mahdavinezhad A., Pashaki A.S., Gholami M.H., Saidijam M. Let-7e enhances the radiosensitivity of colorectal cancer cells by directly targeting insulin-like growth factor 1 receptor. J. Cell. Physiol. 2019;234:10718–10725. doi: 10.1002/jcp.27742. [DOI] [PubMed] [Google Scholar]
- 122.Smolinska A., Swoboda J., Fendler W., Lerch M.M., Sendler M., Moskwa P. MiR-502 is the first reported miRNA simultaneously targeting two components of the classical non-homologous end joining (C-NHEJ) in pancreatic cell lines. Heliyon. 2020;6:e03187. doi: 10.1016/j.heliyon.2020.e03187. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 123.Wang P., Zhang J., Zhang L., Zhu Z., Fan J., Chen L., Zhuang L., Luo J., Chen H., Liu L., et al. MicroRNA 23b Regulates Autophagy Associated With Radioresistance of Pancreatic Cancer Cells. Gastroenterology. 2013;145:1133–1143.e12. doi: 10.1053/j.gastro.2013.07.048. [DOI] [PubMed] [Google Scholar]
- 124.Zhang X., Shi H., Lin S., Ba M.-C., Cui S. MicroRNA-216a enhances the radiosensitivity of pancreatic cancer cells by inhibiting beclin-1-mediated autophagy. Oncol. Rep. 2015;34:1557–1564. doi: 10.3892/or.2015.4078. [DOI] [PubMed] [Google Scholar]
- 125.Tomihara H., Yamada D., Eguchi H., Iwagami Y., Noda T., Asaoka T., Wada H., Kawamoto K., Gotoh K., Takeda Y., et al. MicroRNA-181b-5p, ETS1, and the c-Met pathway exacerbate the prognosis of pancreatic ductal adenocarcinoma after radiation therapy. Cancer Sci. 2017;108:398–407. doi: 10.1111/cas.13159. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 126.Ji Q., Hao X., Zhang M., Tang W., Yang M., Li L., Xiang D., DeSano J.T., Bommer G.T., Fan D., et al. MicroRNA miR-34 Inhibits Human Pancreatic Cancer Tumor-Initiating Cells. PLoS ONE. 2009;4:e6816. doi: 10.1371/journal.pone.0006816. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 127.Fang C., Dai C.-Y., Mei Z., Jiang M.-J., Gu D.-N., Huang Q., Tian L. microRNA-193a stimulates pancreatic cancer cell repopulation and metastasis through modulating TGF-β2/TGF-βRIII signalings. J. Exp. Clin. Cancer Res. 2018;37:25. doi: 10.1186/s13046-018-0697-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 128.Huang X., Taeb S., Jahangiri S., Korpela E., Cadonic I., Yu N., Krylov S.N., Fokas E., Boutros P.C., Liu S.K. miR-620 promotes tumor radioresistance by targeting 15-hydroxyprostaglandin dehydrogenase (HPGD) Oncotarget. 2015;6:22439–22451. doi: 10.18632/oncotarget.4210. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 129.Oh J.-S., Kim J.-J., Byun J.-Y., Kim I.A. Lin28-let7 Modulates Radiosensitivity of Human Cancer Cells with Activation of K-Ras. Int. J. Radiat. Oncol. 2010;76:5–8. doi: 10.1016/j.ijrobp.2009.08.028. [DOI] [PubMed] [Google Scholar]
- 130.Baek S.-J., Azuma R., Hayashi K., Ishii H., Sato K., Nishida N., Koseki J., Kawamoto K., Konno M., Satoh T., et al. MicroRNA miR-374, a potential radiosensitizer for carbon ion beam radiotherapy. Oncol. Rep. 2016;36:2946–2950. doi: 10.3892/or.2016.5122. [DOI] [PubMed] [Google Scholar]
- 131.Chang T.-C., Wentzel E.A., Kent O.A., Ramachandran K., Mullendore M., Lee K.H., Feldmann G., Yamakuchi M., Ferlito M., Lowenstein C.J., et al. Transactivation of miR-34a by p53 Broadly Influences Gene Expression and Promotes Apoptosis. Mol. Cell. 2007;26:745–752. doi: 10.1016/j.molcel.2007.05.010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 132.Ji Q., Hao X., Meng Y., Zhang M., DeSano J., Fan D., Xu L. Restoration of tumor suppressor miR-34 inhibits human p53-mutant gastric cancer tumorspheres. BMC Cancer. 2008;8:266. doi: 10.1186/1471-2407-8-266. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 133.Fan X., Matsui W., Khaki L., Stearns D., Chun J., Li Y.-M., Eberhart C.G. Notch Pathway Inhibition Depletes Stem-like Cells and Blocks Engraftment in Embryonal Brain Tumors. Cancer Res. 2006;66:7445–7452. doi: 10.1158/0008-5472.CAN-06-0858. [DOI] [PubMed] [Google Scholar]
- 134.Raufi A.G., Manji G.A., Chabot J.A., Bates S.E. Neoadjuvant Treatment for Pancreatic Cancer. Semin. Oncol. 2019;46:19–27. doi: 10.1053/j.seminoncol.2018.12.002. [DOI] [PubMed] [Google Scholar]
- 135.Hall W.A., Goodman K.A. Radiation therapy for pancreatic adenocarcinoma, a treatment option that must be considered in the management of a devastating malignancy. Radiat. Oncol. 2019;14:114. doi: 10.1186/s13014-019-1277-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 136.Guo S., Fesler A., Hwang G.-R., Ju J. microRNA based prognostic biomarkers in pancreatic Cancer. Biomark. Res. 2018;6:18. doi: 10.1186/s40364-018-0131-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 137.Moertl S., Mutschelknaus L., Heider T., Atkinson M.J. MicroRNAs as novel elements in personalized radiotherapy. Transl. Cancer Res. 2016;5:S1262–S1269. doi: 10.21037/tcr.2016.11.37. [DOI] [Google Scholar]
- 138.Li X., Gao P., Wang Y., Wang X. Blood-Derived microRNAs for Pancreatic Cancer Diagnosis: A Narrative Review and Meta-Analysis. Front. Physiol. 2018;9:685. doi: 10.3389/fphys.2018.00685. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 139.Buscail E., Maulat C., Muscari F., Chiche L., Cordelier P., Dabernat S., Alix-Panabières C., Buscail L. Liquid Biopsy Approach for Pancreatic Ductal Adenocarcinoma. Cancers. 2019;11:852. doi: 10.3390/cancers11060852. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 140.Buschmann D., Haberberger A., Kirchner B., Spornraft M., Riedmaier I., Schelling G., Pfaffl M.W. Toward reliable biomarker signatures in the age of liquid biopsies—How to standardize the small RNA-Seq workflow. Nucleic Acids Res. 2016;44:5995–6018. doi: 10.1093/nar/gkw545. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 141.Cacheux J., Bancaud A., Leïchlé T., Cordelier P. Technological Challenges and Future Issues for the Detection of Circulating MicroRNAs in Patients with Cancer. Front. Chem. 2019;7:815. doi: 10.3389/fchem.2019.00815. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 142.Korpela E., Vesprini D., Liu S.K. MicroRNA in radiotherapy: miRage or miRador? Br. J. Cancer. 2015;112:777–782. doi: 10.1038/bjc.2015.6. [DOI] [PMC free article] [PubMed] [Google Scholar]
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