Abstract
RNA-binding proteins (RBPs) associate with the primary, precursor, and mature microRNAs, which in turn control post-transcriptional gene regulation. Here, by small RNAseq, we show that RBP FXR1 controls the expression of a subset of mature miRNAs, including highly expressed miR301a-3p in oral cancer cells. We also confirm that FXR1 controls the stability of miR301a-3p. Exoribonuclease PNPT1 degrades miR301a-3p in the absence of FXR1 in oral cancer cells, and the degradation is rescued in the FXR1 and PNPT1 co-knockdown cells. In vitro, we show that PNPT1 is unable to bind and degrade the miRNA once the FXR1-miRNA complex forms. Both miR301a-3p and FXR1 cooperatively target the 3'-UTR of p21 mRNA to promote its degradation. Thus, our work illustrates the unique role of FXR1 that is critical for the stability of a subset of mature miRNAs or at least miR301a-3p to target p21 in oral cancer.
Author summary
RNA-binding protein FXR1 is overexpressed in multiple cancers and appears to be involved in poor patient survival. FXR1 has been previously shown to be an oncogene in head and neck and lung squamous cell carcinoma. FXR1 targets tumor suppressor genes, including p21, to promote the growth and proliferation of cancer cells. However, how FXR1 recognizes tumor suppressor genes and block their expression in cancer cells has never been established. Through FXR1-mediated small RNA sequencing, we unexpectedly found that FXR1 stabilizes miR301a-3p, which in turn targets tumor suppressor p21 and blocks its expression in oral cancer cells. miR301a-3p level goes down in the absence of FXR1, increasing p21 to suppress the growth of oral cancer cells. We provide evidence that miR301a-3p expression is rescued by downregulation of both FXR1 and exoribonuclease PNPT1 in oral cancer cells suggesting that FXR1 acts as a stabilizing factor for miR301a-3p against PNPT1. Together, our observations explain why over-expression of FXR1 and miR301a-3p in the oral cancer patient cohort lead to the downregulation of p21 signaling. These findings indicate that FXR1 and miR301a-3p together contribute towards targetting tumor suppressors in oral cancer patients.
Introduction
RNA-binding proteins (RBPs) regulate co- and post-transcriptional gene expression. RBP Fragile X Mental Retardation protein-1 (FXR1) is involved in the transport, translation, and degradation of mRNA, and often functions by binding either AU-rich elements (ARE) or G-quartet (Gq) regions on the RNA [1–3]. FXR1 belongs to the Fragile X-mental retardation (FXR) family of proteins, including FMRP/FMR1 and FXR2 [4]. The proteins share the same RNA binding domains (two KH domains and the RGG box), along with a nuclear localization signal (NLS) and a nuclear export signal (NES) [5]. In addition to RNA-binding activity, FXR family of proteins also associate with free ribosomes and polyribosomes [6]. FXR1 is mostly localized in the cytoplasm [4], but like many RBPs, it can shuttle between cytoplasm and nucleus [7].
MicroRNAs (miRNAs) are short (20–24 nucleotides) non-coding RNAs involved in numerous regulatory pathways in multicellular organisms [8]. Primary miRNAs are processed into pre-miRNAs and then mature miRNAs [9] by RBPs Drosha and Dicer, respectively. Mature miRNAs are loaded onto the RNA-induced silencing complex (RISC), which directs translational repression and subsequent degradation of the target mRNAs [9, 10]. RBPs also regulate miRNA maturation and stability [11, 12]. RBPs can interact with primary, premature, and mature miRNAs to influence their expression [13], often in a tissue-specific context [14, 15]. RBPs recognize and bind to specific premature or mature-miRNA sequences and secondary structures to regulate their expression and function [16]. Mature miRNA turnover is also highly regulated [17–20], although the mechanistic basis for miRNA stability remains unknown. MiRNAs can behave as oncogenes by targeting tumor suppressor mRNAs and promoting oncogenesis [21, 22]. For example, expression of the miR-17-92 cluster is found to be up-regulated in osteosarcoma and connected to the deregulation of genes involved in differentiation, cell cycle control, and apoptosis [23]. MiRNAs can also have both oncogenic and tumor-suppressor properties depending on the tissue type. For example, miR-181 acts as an oncogenic miRNA in papillary thyroid cancer [24], whereas in brain cancer it exhibits tumor suppressor activity [25].
FXR family proteins associate with miRNAs and the RNAi pathway [3, 26–30]. For example, FXR1 associates with RISC protein Argonaute-2 (AGO2) in a miRNP (ribonucleoprotein) complex and regulates mRNA translation [3]. FMRP interacts with a subset of miRNAs and regulates their expression in Xenopus laevis [28], and FMRP knockout mice show alterations in the expression of a subset of miRNAs [31]. The finding of an active interaction between FXR1 and AGO2 suggests that either RBPs are taken to substrates by the RNAi complex [26], or that FXR1 first aims for the G-quartet/ARE [1], and then recruit RISC proteins [29]. Though FXR1 is associated with AGO2 and miRNAs [32, 33], it is not known if these interactions are direct or if they are essential for RNAi-mediated mRNA degradation.
FXR1 is over-expressed in multiple cancers, including head and neck (HNSCC) and lung squamous cell carcinomas (LSCC) [34, 35]. Loss of FXR1 in LSCC induces apoptosis [35] and promotes cellular senescence in HNSCC [34]. Our previous study showed that FXR1 binds to the 3’-UTR of the tumor suppressor p21 (CDKN1A, WAF1, CIP1) and targets it for decay, thereby bypassing senescence and promoting HNSCC growth and proliferation [34]. However, how FXR1 promotes p21 degradation remains unclear. Here, we show that FXR1 protects miR301a-3p degradation from exoribonuclease activity. In the absence of FXR1, mature miR301a-3p undergoes an exonuclease Polyribonucleotide Nucleotidyltransferase 1 (PNPT1) mediated decay. We also show that miR301a-3p targets p21, and FXR1 knockdown leads to down-regulation of miR301a-3p and up-regulation of p21 mRNA and protein levels in multiple oral cancer cells. This phenomenon may explain why over-expression of FXR1 and miR301a-3p in an HNSCC cohort leads to the downregulation of p21 signaling. These findings indicate that the use of FXR1 inhibitors along with miR301a-3p anti-miR oligonucleotide therapy, combined with chemotherapy, can be a better therapeutic strategy to treat HNSCC patients.
Results
FXR1 modulates the expression of a subset of miRNAs in oral cancer cells
Previously, we have shown that FXR1 targets p21 for its degradation and consequently to bypass cellular senescence and promote the proliferation of oral cancer cells [34]. To investigate whether FXR1-mediated p21 degradation requires miRNA- and RNA-induced silencing complex, we identified the miRNAs that are controlled by FXR1 in oral cancer cells. Analyses of high-throughput sequencing (HTS) of total small RNAs (<200 bases) from shControl and shFXR1-(TRCN0000159153)-treated UMSCC74B oral cancer cells revealed 254 high confidence peaks (discovery rate FDR≤0.4) (GEO accession# GSE117031), (Fig 1A). We selected six candidate miRNAs: miR301a-3p, miR29b-3p, miR204-5p, miR98-5p, miR125-5p, and miR30c-5p, based on their differential expressions pattern in FXR1 knockdown UMSCC74B cells. To determine whether FXR1-targeted miRNAs were differentially expressed in HNSCC, we utilized The Cancer Genome Atlas (TCGA) data for Head and Neck cancer utilizing the University of California Santa Cruz (UCSC) functional genomics browser, XENA. The dataset contains samples from 604 patients. XENA [36] showed a significant up- and down-regulation of miR301a-3p and miR-204-5p, respectively, in the HNSCC primary and metastatic tumor samples compared to normal tissues (S1A Fig).
To validate the RNA-seq results, we assayed the expression of the six miRNAs in FXR1-silenced oral cancer cells. Quantitative RT-PCR (qRT-PCR) showed a significant reduction in miR301a-3p and miR29b-3p in FXR1 knockdown cells compared to shControl-treated cells (Fig 1B). Expression of the six miRNAs was further tested in two other oral cancer cell lines, UMSCC11A, and UMSCC74A, and a lung cancer cell line, A549 (S1B–S1D Fig). The data indicated that miR301a-3p and miR29b-3p were significantly down-regulated in FXR1 knockdown cells compared to control cells. Based on these observations, we conclude that miR301a-3p is a possible target of FXR1 that, in turn, targets p21/CDKN1A (Targetscan). In our previous report [34], we showed that FXR1 targets p21 mRNA for degradation. Here, we wanted to see if FXR1 involves miRNA (s) to deregulate p21. Firstly, to determine if miR301a-3p is regulated by FXR1, we used multiple oral cancer cell lines and tested the expression of miR301a in FXR1-depleted cells. The qRT-PCR analyses indicated that miR301a-3p was significantly down-regulated in FXR1-depleted multiple oral cancer cells compared to control cells (Fig 1C). The data suggest that FXR1 controls the mature miR301a-3p level in these cancer cells. Additional miRNA miR29b-3p also showed reduced expression in FXR1 knockdown cells compared to control cells (Figs 1B and S1B–S1D). A second shRNA was also used to illustrate that the phenomenon mentioned above is specific to FXR1 (S1E–S1G Fig). To verify whether FXR1 knockdown was impacting pre-miR301a, we examined the levels of pre-miR301a by qRT-PCR. The pre-miR301a level did not change in most of the FXR1-depleted cells, except Cal27, indicating that only mature miR301a-3p is dependent on FXR1 in most of the oral cancer cells. Together, our previously published results and the data presented here suggest that both FXR1 [34] and miR301a-3p are amplified in HNSCC tumor samples, and FXR1 controls the expression of mature miR301a-3p in oral cancer cells.
FXR1 binds to miR301a-3p in vivo and in vitro
FXR family member FMRP binds to mature miRNAs in human and mouse cells [37, 38]. Therefore, we set out to determine whether FXR1 directly associates with miR301a-3p and stabilizes its levels in oral cancer cells. To investigate the association between FXR1 and mature miR301a-3p in oral cancer cells, we used RNA-IP (RNA immunoprecipitation) as described by us [34]. The UMSCC74B cells were subjected to RNA-IP using an FXR1 antibody, revealing significant binding of miR301a-3p to FXR1 compared to the IgG control beads (Fig 2A) whereas miR204-5p did not show any significant binding to FXR1 protein by the same method (S2A Fig). To investigate whether FXR1 directly binds to mature miR301a-3p and forms a miRNP (miRNA ribonucleoprotein) complex, we cloned FXR1 in pET28a vector (His-tag) and purified the recombinant protein FXR1 (rFXR1). The rFXR1 was purified from a Ni-NTA affinity column, and different fractions were collected for dialysis. The purified rFXR1 protein yielded a single band in coomassie stained SDS polyacrylamide gel (Fig 2B). Two different antibodies further confirmed the rFXR1 protein in the pooled fractions before and after dialysis (removal of His-tag by thrombin digestion), such as His-tag and FXR1 (S2B and S2C Fig). To determine rFXR1 binding with miR301a-3p, we labeled the 23 bases miR301a-3p with [y32-P] ATP and incubated with rFXR1 for electrophoretic mobility shift assay (EMSA). An increased concentration of rFXR1 were incubated with radio-labeled miR301a-3p to form miRNP complex at 37°C for 30 min (Fig 2C). The data demonstrates that the rFXR1 can bind to the mature miR301a-3p, consistent with the RNP-IP in vivo results. Our previous publication [34] showed that FXR1 regulates both p21 and TERC RNA to bypass senescence. We wanted to see if the downregulation of miR301a-3p independently or along with TERC RNA can have any effect on cellular senescence in UMSCC74B cells. We found that controlling both miR301a-3p and TERC RNA has affected cellular senescence in UMSCC74B cells (S2D Fig).
Stability of miR301a-3p is FXR1-dependent
To determine whether miR301a-3p levels were reduced in the FXR1 knockdown cells due to increased degradation, we measured the level of miR301a-3p in control and FXR1 knockdown oral cancer cells. We measured the miR301a-3p levels in the two different oral cancer cells, which are collected every 12 hours for 72 hours post-shFXR1 transduction. We observed that shFXR1 transduction led to a reduction in FXR1 mRNA significantly at 12 hours and showed a 90% reduction at 72 hours (Figs 3A and S3A). The FXR1 target p21 also started to increase significantly at 36 hours and showed four-fold up-regulation after 72 hours (Figs 3A and S3A). Similar trends were observed for FXR1 and p21 proteins at different time points (Figs 3B and S3B). AGO2 mRNA and protein did not change in FXR1 knockdown cells, and only a small reduction in AGO2 protein was observed in UMSCC11A cells treated with shFXR1 (Fig 3A, 3B, S3A and S3B). We found that FXR1 knockdown reduced the levels of miR301a-3p significantly at 48 hours and showed a 60% reduction at 72 hours (Figs 3C and S3C) compared to control cells, indicating that miR301a-3p stability is dependent on FXR1. Consistent with miRNAs having half-lives ranging from >8 h to several days [39], we observed miR301a-3p was hardly degraded in control cells. We wanted to determine if changes in transcription levels could interfere with the miR301a-3p level in the presence and absence of FXR1. The transcription was shut down by actinomycin D treatment for 8 hrs in UMSCC74B cells stably expressing IPTG inducible shControl and shFXR1 [34], and the impact of FXR1 on miR-301a stability was evaluated (Fig 3D). The miR301a-3p level was reduced in actinomycin D treated cells after 8 hrs compared to DMSO treated cells; however, the miRNA level was degraded entirely in both IPTG and actinomycin D treated cells. The reduction in miR301a-3p stability upon FXR1 knockdown argues that FXR1 stabilizes miR301a-3p in cancer cells.
Argonaute proteins, especially AGO2, are the key players in miRNA processing, stability, and function [40]. To investigate whether silencing of AGO2 in these oral cancer cells altered the expression of miR301a-3p, we collected the cells at 72 hours after AGO2 knockdown, and tested the levels of miR301a-3p. We observed that FXR1 and p21 mRNA/protein did not show any appreciable changes in their expression after AGO2 knockdown (Fig 3S, 3D–3F). The level of miR301a-3p showed no regulation after 72 hours of siAGO2 post-transfected UMSCC74B cells (S3F Fig). This finding indicates that unlike FXR1 knockdown, mature miR301a-3p stability did not depend on AGO2, at least in the oral cancer cell lines used here. Together, these findings suggest that FXR1 controls the balance of miR301a-3p in oral cancer cells.
PNPT1 degrades miR301a-3p in the absence of FXR1
RBPs associate with nascent RNAs and protect them from exonuclease mediated degradation [41]. To determine whether FXR1-mediated miR301a-3p stabilization is coordinated by exonucleases that are present or aberrantly expressed in HNSCC, we tested their levels in oral cancer cells and A549 cells in comparison with normal human oral keratinocyte (HOK). We tested the mRNA levels of the three significant exoribonucleases that function in miRNA decay: 5'-3' Exoribonuclease 1 (XRN1), 5'-3' Exoribonuclease 2 (XRN2), and 3’-5’ RNA exonuclease polyribonucleotide nucleotidyltransferase 1 (PNPT1) [42, 43]. XRN1 and XRN2 dissociate many miRNAs from miRISC and degrade them in the 5’-to-3’ direction, whereas PNPT1 degrades a small subset of miRNAs in the 3’-to-5’ direction [43]. As shown in Fig 4A, XRN1 was expressed at significantly lower levels in the oral cancer cell lines compared to normal HOK cells. XRN2 also exhibited low expression in most cell lines compared to HOK. Unlike XRN1/2, PNPT1 was significantly up-regulated in all the cell lines tested compared to HOK cells along with FXR1 (Fig 4A). To further confirm the cell line results, we used UCSC XENA and found up-regulated FXR1 (p = 0.0139) and PNPT1 (p = 0.00017) in primary tumors, compared to normal solid tissue (604 total HNSCC patients’ samples) by one-way ANOVA (S4A Fig). Together, these findings indicate that PNPT1 is overexpressed in HNSCC. Previous studies on PNPT1-mediated miRNA degradation suggests that PNPT1 degrades mature miR221 and is involved in the growth and proliferation of melanoma cells [44]. We therefore asked whether PNPT1 co-knockdown with FXR1 can rescue the reduction in miR301a-3p levels that is observed in FXR1 KD cells alone. We found that PNPT1 co-knockdown with FXR1 was sufficient to block the reduction of miR301a-3p levels (Figs 4B and S4C). Additionally, the miR301a-3p levels showed a slight but significant increase (1.175 ± 0.091) after the double co-knockdown of FXR1 and PNPT1 in UMSCC11A cells (S4C Fig). These observations suggest that PNPT1-mediated degradation of miR301a was blocked by FXR1 and, in the absence of FXR1, PNPT1 is recruited to degrade miR301a-3p.
To investigate if miR301a-3p directly impacts the expression of p21 through the FXR1-PNPT1 axis, we tested whether the FXR1 and PNPT1 double knockdown rescue p21 mRNA and protein. As expected, FXR1 knockdown increased the levels of p21 mRNA and protein (Fig 4C, 4D, S4D and S4E), where the miR301a-3p level was compromised in these cells (Figs 4B and S4C). However, we observed no change in the levels of p21 mRNA with PNPT1 knockdown alone (Figs 4C, 4D, S4D and S4E). Moreover, a double knockdown of FXR1 and PNPT1 reduced the expression of p21 mRNA and protein compared to the FXR1 KD cells (Figs 4C, 4D and S4E).
The previous results suggest that FXR1 may protect miR301a-3p from PNPT1 exoribonuclease mediated degradation. To check if PNPT1 is unable to target miR301a-3p when it is bound to FXR1 protein, we conducted in vitro miR301a-3p-FXR1 and miR301a-3p-PNPT1 binding assay using recombinant FXR1 and PNPT1. Like RIP assay in vivo (Fig 2A), recombinant FXR1 forms complex with miR301a-3p in vitro (Figs 2C and 4E, lane 2). However, incubation of miR301a-3p with recombinant PNPT1 degraded the miRNA entirely (Fig 4E, lane 3, and 6). In contrast, upon sequential binding with FXR1 and miR301a to form an mRNP complex, followed by PNPT1 addition, miR301a-3p was protected in the miRNP complex (Fig 4E, lane 4 and 7). To show that FXR1 recombinant protein binds specifically to miR301a-3p by EMSA, we have also use miR204-5p as shown before for in vivo binding (S2A Fig). miR204-5p did not bind to rFXR1 protein in vitro (S4F Fig) and also did not get degraded by recombinant PNPT1 protein (S4F Fig). The data here provides evidence that FXR1 bound with miR301a-3p is protected from PNPT1 mediated degradation in oral cancer cells.
p21 is a target of miR301a-3p
To determine the biological role of FXR1-mediated regulation of miR301a, we examined whether miR301a-3p targets mRNA(s) that are known FXR1 targets in oral cancer cells. Of the down-regulated miRNAs in FXR1-depleted cells, miR301a-3p was predicted (TargetScan) to bind to the 3’-UTR of p21 (Fig 5A). Our previous findings suggest that FXR1 knockdown cells exhibit DNA damage, G0/G1 cell cycle arrest, increased p21 mRNA and protein levels, and cellular senescence [34]. Hence, we expected that the manipulation of the miR301a-3p might impact p21 levels in oral cancer cells. The following observations argue that gain- and loss-of-function of miR301a-3p alters p21 levels by relieving miRNA-mediated translational control of p21. First, to investigate whether miR301a-3p targets and alters p21 levels in vivo, we transfected HNSCC cells UMSCC74B (Fig 5B), UMSCC74A (S5A Fig), and LSCC A549 (S5G Fig) with anti-miR301a-3p. The transfected cells show a significant reduction in miR301a-3p expression and, subsequently, increased expression of p21 protein compared to cells transfected with the antimiR scrambled control (Figs 5C, S5B and S5H). Similarly, others have shown that inhibition of miR301a-3p increases the levels of p21 and severely blocked prostate cancer cell growth, both in vitro and in vivo [45]. Second, our previous findings demonstrate that FXR1 knockdown leads to an increased p21 3’-UTR luciferase activity [34]. Hence, we expressed a Renilla luciferase plasmid carrying the full-length p21 3'-UTR and tested its expression in anti-miR301a-3p treated cells. The luciferase expression was significantly increased in the cancer cell lines treated with the antimiR301a-3p compared to controls (Figs 5D, S5C and S5I). Third, transfection of a miR301a-3p mimic into the cancer cell lines (Figs 5E, S5D and S5J) resulted in a significant down-regulation of p21 protein (Fig 5F, S5E and S5K) compared to the mimic scrambled controls. Finally, to investigate if there is a direct interaction between miR301a-3p and p21 3'-UTR, we made mutations (mut1 and mut2) in the two predicted p21 3’-UTR miR301a-3p binding sites (Fig 5A). The oral cancer cell lines were transfected with the luciferase p21 full-length WT 3'-UTR or either of the two mutants (mut1 and mut2), together with the miR301a-3p mimic, or a corresponding control. Cells expressing WT p21 3'-UTR showed significantly reduced expression in the presence of the miR301a-3p mimic compared to the scrambled miRNA mimic but had little effect on the luciferase activity of mutant p21 3'-UTR mut1 and mut2 in both oral cancer cell lines (Figs 5G and S5F). Altogether, these results indicate that miR301a-3p targets p21 and is responsible for its translational repression in oral cancer and A549 cells. Our data provide a molecular explanation for why oral cancer patients have loss-of-function in p21 and poor patient survival [46], where FXR1 and miR301a-3p are overexpressed in HNSCC patients.
FXR1 and miR301a-3p cooperatively target and repress p21 expression
Similar to miR301a-3p, several miRNAs involved in oncogenesis, including miR-106b, miR-103, miR-107, miR-193, miR-29b, and miR-320, are down-regulated by PNPT1 [44]. We also observed that miR-29b was down-regulated along with miR301a-3p in FXR1 knockdown cells (Fig 1A), suggesting that FXR1 is vital for a subset of oncogenic miRNA levels in oral cancer cells to regulate specific mRNA targets. To investigate whether miR301a-3p alone or in combination with FXR1 is needed to attenuate p21, we transfected miR301a-3p mimic in FXR1 knockdown UMSCC74B cells. First, we observed down-regulation of miR301a-3p in FXR1 knockdown cells compared to both controls, along with these cells expressing scrambled miRNA mimic (Fig 6A). However, the miR301a-3p levels showed a significant reduction when ectopically expressed from a mimic in FXR1 knockdown cells compared to control cells (Fig 6A). This observation suggests that FXR1 is required to maintain a steady level of miR301a-3p at all circumstances, which includes overexpression of miR301a-3p in trans.
Next, to determine whether overexpression of miR301a-3p under the gain- or loss-of-function of FXR1 affects its target p21 levels, we tested the expression of p21 mRNA and protein. We found that p21 levels were significantly up-regulated in FXR1 knockdown cells by both qRT-PCR and western blot (Fig 6B and 6C, lanes 1 and 2). However, ectopic expression of miR301a-3p did not substantially reduce p21 mRNA or protein level in FXR1 knockdown cells (Fig 6B and 6C, lane 6), compared to control cells (Fig 6B and 6C, lane 5). This observation shows that FXR1 is critical for miR301a-3p mediated repression of p21 in oral cancer cells.
To delineate if an increase in substrate (p21) concentration in the FXR1 knockdown cells can consume or reduce the pool of miR301a-3p, we ectopically expressed p21 in oral cancer cells and tested the expression of miR301a-3p. Overexpression of p21 (Fig 6D and 6E) did not alter the levels of FXR1 (Fig 6D and 6E) or miR301a-3p (Fig 6F) in the oral cancer cells tested here, suggesting that consumption of miR301a-3p or feedback regulation of p21-mediated control of either miR301a or FXR1 was not occurring in the oral cancer cells. Finally, to validate our observations in cell lines in vivo, we have used a mouse xenograft model where we injected the mice with UMSCC74B cells stably expressing IPTG inducible shControl and shFXR1. 50% of each of male and female mice (total 12) were divided and injected with the UMSCC74B cells stably expressing IPTG inducible shControl (left) and shFXR1 (right) on each of the flanks. 50% of the population was treated with 10mM IPTG/5% sucrose in the drinking water, starting the following day of injection. And the rest were treated after the first tumor nodule was observed. As can be seen from the results in (Fig 6G) the first group (both male and female) failed to grow any tumor in FXR1 knockdown side compared to the control side, whereas in the second batch, the male mice had the nodule on the shFXR1 injected flank which did not grow up to the control flank. We did not observe any bulge in the second batch of female mice after dissection. The tissue protein (FXR1 and p21) data correlate with our cell line data, and so is miR301a-3p levels from the three small tumors (M#4–6) compared to control. These observations argue that FXR1 knockdown increases p21 levels by augmenting miR301a-3p-mediated translation repression. Based on the above data, a model representing FXR1 mediated stabilization of miR301a-3p from exonuclease PNPT1 to regulate p21 translation in cancer cells (Fig 7).
Discussion
FXR1 regulates specific miRNA stability in human oral cancer cells
In this report, we describe a pathway of miRNA regulation in which FXR1 represses PNPT1-mediated degradation in oral cancer cells. Numerous observations in the manuscript suggest that FXR1 regulates the stability of miR301a-3p in oral cancer cells. First, FXR1 knockdown leads to a change in levels of many miRNAs both positively and negatively in oral cancer cells (Fig 1A and 1B), including decreased levels of miR29b-3p and miR301a-3p in multiple oral cancer cell lines (Fig 1C). Second, FXR1 knockdown leads to a decrease in miR301a-3p level when checked at different time points (Fig 3A). Third, FXR1 preferentially binds miR301a-3p and forms a miRNP complex to protect it from degradation (Figs 2A and 4E), which suggests that FXR1 plays a role in stabilizing miRNAs. These observations also indicate that FXR1 may act on some other miRNA substrates and promote their stability in oral cancer cells.
We provide evidence for the role of FXR1 in protecting miR301a-3p from degradation. RBPs form miRNP complexes and protect miRNAs from degradation. For example, RBPs ILF3 and BUD13 interact and stabilize miR-144 [13], as does RBP QKI, by forming a complex with miR-20 [47], indicating that the miRNA stability is linked to RBP-miRNA interactions. Herein, we suggest that FXR1 binds and protects miR301a-3p from exoribonuclease PNPT1-mediated degradation (Fig 4E). Furthermore, FXR1 is overexpressed in HNSCC and NSLSC [34, 35], along with miR301a-3p in multiple cancers [48–50]. The regulation of miR301a-3p stability by FXR1 may represent a novel pathway for stabilization of miR301a-3p in HNSCC.
FXR1-dependent stabilization and PNPT1-mediated degradation modulate mature miR301a-3p levels in cancer cells
Our data suggest that FXR1 represses PNPT1-mediated degradation of miR301a-3p in oral cancer cells. FXR1-mediated stabilization of miR301a protects the miRNA from PNPT1 exonuclease activity. The level of miR301a-3p decreases upon FXR1 knockdown that can be rescued by a co-knockdown of PNPT1 (Fig 4B), suggesting that FXR1 blocks the activity of PNPT1 to promote the stability of miR301a. This mode of action of FXR1 enhances the levels of miR301a and its oncogenic functions in oral cancer cells. Similarly, another FXR family protein, FMRP, associates with miR-125b and miR-132 to deregulate NR2A and p250GAP and affect dendritic spine morphology [27]. These findings expand the role of FXR family proteins in the control of miRNAs in mammalian cells. Both miRNAs and RBPs can target and regulate specific mRNA transcripts through deadenylation, decapping, and degradation [14]. The mRNA deadenylase complex CCR4-NOT, decapping enzymes DCP1/2, and exonucleases XRN1/2 and PNPT1 have been implicated in both specific mRNA sequence-binding protein-mediated decay and in miRNA-mediated decay [51–54].
In mammals, the degradation of miRNAs is carried out by miRNases like XRN1, XRN2, RRP41, and PNPT1 [39, 42, 55]. We reveal that FXR1-mediated stability of miR301a-3p involves 3’-5’ exonuclease PNPT1. PNPT1 3’-5’ exonuclease activity can be blocked by RNA secondary structure or presence of RBPs at the 3'-end [56]. Similarly, we show that FXR1 blocks the exonuclease activity of PNPT1 to miR301a-3p by binding to the miRNA (Figs 2 and 4). Furthermore, knockdown of both FXR1 and PNPT1 rescues miR301a-3p (Fig 4).
FXR1 overexpression causes downregulation of p21 signaling via a miR301a-3p pathway
Our previous findings suggest that mutating the FXR1 binding sites in the p21 3’-UTR fused to luciferase reporter, resulted in increased luciferase activity [34]. In this report, we find that mutating the miR301a-3p binding sites, that are also in the FXR1 binding region, in the p21 3’-UTR resulted in increased luciferase activity in the presence of FXR1, suggesting that both FXR1 and miR301a-3p are required to repress p21 in oral cancer cells.
Our analysis of the HNSCC TCGA database revealed that both miR301a-3p and FXR1 are significantly over-expressed in tumor samples (S1 and S3 Figs), signifying that the association between FXR1 and miR301a-3p may play a role in HNSCC cancer progression. MiR301a-3p is positively regulated by FXR1, stating that the levels of FXR1 protein and miR301a-3p are critical for repressing the tumor suppressor p21 and promoting human oral and lung cancer. In the absence of FXR1, miR301a-3p is degraded by PNPT1, increasing p21 protein translation (Figs 1, 4 and 5), and in turn, promoting cellular senescence of the oral cancer cells [34]. Interestingly, miR301a-3p acts as an oncogene by targetting several tumor suppressor genes, including Smad4 in Laryngeal squamous cell carcinoma (LSCC) [48]. It will be beneficial to streamline further how the FXR1-miR301a-3p axis targets other genes to regulate their RNA stability, which may affect cancer progression.
The effect of FXR1 and miR301a-3p on p21 regulation suggests that genetic changes in the expression of these genes can induce oral cancer progression by decreasing the expression of p21. FXR1 overexpression that helps increase miR301a-3p-mediated repression of p21 possibly occurs in HNSCC to bypass senescence [34]. As expected, FXR1 overexpression is associated with poor prognosis of human oral cancers, according to TCGA analysis reported by us [34]. Conversely, our findings suggest that PNPT1 mediated degradation of miR301a in HNSCC can be protected by FXR1, leading to the repression of p21 aiding to poor prognosis of oral cancer. The effect of FXR1, PNPT1, and miR301a-3p expression suggests that the miRNA-mediated p21 regulation can be targeted to reduce the growth and proliferation of oral cancers.
Materials and methods
Cell lines, reagents, and antibodies
HOK cells (Sciencell#2610) were grown in keratinocyte serum-free medium supplemented with BPE and EGF (Gibco, BRL). HNSCC cell lines UMSCC11A, -74A and -74B were obtained from the University of Michigan and SCC4 (#CRL-1624), SCC25 (#CRL-1628), and Cal27 (#CRL-2095) were obtained from ATCC. Lung cancer cell line A549 was also obtained from ATCC. Cell lines UMSCC74B and Cal27 were routinely grown in Dulbecco’s modified Eagle medium (DMEM) containing 10% fetal bovine serum (FBS) with 100U/ml penicillin-streptomycin (P/S). UMSCC11A and -74A were grown in DMEM containing 10% FBS, 100U/ml P/S, and 1X non-essential amino acids. SCC4 and SCC25 cell lines were grown in DMEM: F12 (1:1) containing 400 ng/ml hydrocortisone, 10% FBS, and 100U/ml P/S. A549 was grown in F-12K medium containing 10% FBS and 100U/ml P/S. Different shRNA constructs for FXR1 (TRCN0000158932 and TRCN0000159153) were obtained from Sigma Mission. miRIDIAN miRNA hairpin human miR301a-3p inhibitor (IH-300657-05-0005), negative control (IN-001005-01-05), and miRIDIAN miRNA human miR301a-3p mimic (C-300657-03-0002) and negative control (C-300657-03-0002) were obtained from Dharmacon-GE Healthcare. DsiRNAs for PNPT1 (hs.RI.PNPT1.13.1, 13.2, and 13.3) were obtained from Integrated DNA Technologies (IDT). Human PNPT1 recombinant protein (ENZ-888) was purchased from ProSpec-Tany TechnoGene Ltd. P21 overexpression plasmid pCEP-WAF1 was a gift from Bert Vogelstein (Addgene plasmid # 16450) [57]. miRNA transcripts were purchased from Sigma-Aldrich. Antibodies: FXR1, Cell Signaling Technology (#12295, used predominantly for western blot), and EMD Millipore (#05–1529, used for IP and RNA-IP). From BD Pharmingen, p21 (#556431). From Proteintech, PNPT1 (14487-1-AP), GAPDH (10494-1-AP), Histone H3 (17168-1-AP), His-tag (66005-1-Ig) and β-Actin (60008-1-Ig). From Abcam, AGO2 (#ab57113). Horseradish peroxidase-conjugated anti-mouse and anti-rabbit immunoglobulin Gs were procured from GE Healthcare Biosciences (Uppsala, Sweden). Normal mouse (sc-2025) and rabbit (sc-2027) IgGs were obtained from Santa Cruz Biotechnology. Protein A/G plus (sc-2003) beads were purchased from Santa Cruz Biotechnology. LightSwitch Luciferase Assay kit (LS010) was purchased from Switchgear Genomics.
miRNA-seq and analyses
shControl and shFXR1 treated UMSCC74B cells were used for total small RNA isolation followed by sequencing. The miRNA analysis was performed on the OnRamp Bioinformatics Genomics Research Platform (GRP), a high-throughput genomic analysis platform based on a Hadoop distributed storage system [58]. FASTQC [59] performed read quality control with the removal of regions with PHRED Score below 30. Cutadapt [60] scanned for the full set of TrueSeq adapters and removed them. The QC-screened and adapter removed reads were input into a custom implementation of the CAP miRSeq pipeline [61]. In parallel, the reads were aligned via Bowtie [62] to hg19 genome to produce bam files, which were counted with htseq-counts [63] for RNA analysis and evaluated via GATK [64] to catalog miRNA coding variants. The reads passing QC were inputted to miRDeep2 [65] to produce a summary report and a table of known and novel miRNAs. Differential expression of miRNAs was evaluated by the edgeR [66] program with a threshold Qadj of 0.4.
siRNA transfection and shRNA transduction
Cells were transfected with either 20nM DsiRNA and scrambled DsiRNA (IDT) or miRNA mimics and inhibitors with respective controls using Lipofectamine-2000 (Life Technologies# 11668019) following the manufacturer’s protocol. Specific shRNA and control shRNA plasmids were used for the preparation of individual lentiviral particles. Cells were transduced with the lentiviral particles at an MOI (multiplicity of infection) of 25–50 in medium supplemented with 8μg/ml polybrene [34] and incubated for 72 hrs.
Luciferase assays
The miR301a-3p antimiR and mimic, along with individual control-treated cells were used for luciferase assay. p21 full-length 3’-UTR and 3’-UTR with miRNA binding site mutations were cloned into a luciferase reporter vector system, pLightswitch-3’UTR from Switchgear Genomics. The segments were cloned between Nhe1 and Xho1 sites to express chimeric mRNAs. Luciferase GAPDH 3′-UTR and 3’-UTR empty vector negative controls were included in all assays. Each construct was transfected in UMSCC74B in triplicates separately with either miR301a-3p inhibitor/control inhibitor or miR301a-3p mimic/control mimic. Plates were incubated at 37°C for 48 h post-transfection before being removed. p-LightSwitch Luciferase Assay was added to each experimental well of the 96 well solid bottom white plates and FXR1 represses PNPT1-mediated degradation of miR301a-3p at room temperature for 30 min. Luminescence was measured by using a VICTOR31420 Multilabel Counter (PerkinElmer).
FXR1 RNA-IP (RIP)
FXR1 RNP IP is performed as previously described [67] with a few modifications. Briefly, an equal amount of total protein lysate is used (≥1mg) for each RIP. FXR1 monoclonal antibody (Millipore) or isotype control mouse IgG is pre-coated onto protein A/G plus agarose beads. Beads are extensively washed using NT2 buffer (50mM Tris–HCl, 150mM NaCl, 1mM MgCl2, 0.05% Nonidet P-40 (NP-40), pH 7.4) supplemented with RNase inhibitors. Individual pull-down assays are performed at 4°C for 2–4 h to minimize potential reabsorbing of mRNAs. For RNA analysis, the beads are incubated with 1mL NET2 buffer (1mL: 850μL NT2 with 10μL 0.1M DTT, 30μL 0.5M EDTA, RNase inhibitors) containing 20 U RNase-free DNase I (15 min, 30°C), washed 3X with NT2 buffer and further incubated in 100μL NET2 buffer, 100μL proteinase K buffer (2X: 50mM Tris–HCl, 100mM NaCl, 20mM EDTA, 1% SDS, pH 7.4), and 0.5mg/mL proteinase K (30 min, 55°C) to digest the proteins bound to the beads. RNA is extracted using Tri-Reagent.
RNA extraction and qRT-PCR
Total RNA was prepared from the cell lines using Tri-Reagent by following the manufacturer’s protocol. Small RNA (<200 bases) was isolated from the mirVana miRNA isolation kit (Thermo Fisher #AM160) by following the manufacturer’s protocol. 1 μg of total RNA was used for cDNA (mRNA) synthesis with the iScript kit (Biorad#1708891), and qRT-PCR of the mRNA targets was performed using an Applied Biosystems StepOne Plus system with the 2X SYBR green master mix (Thermo Fisher# A25778). TaqMan miRNA RT kit (Thermo Fisher# 4366596) was used for miRNA cDNA preparation, followed by the Taqman Fast Universal 2X master mix (Thermo Fisher# 4444556). Primer sequences for mRNA genes are provided in the S1 Table. Custom TaqMan miRNA assays information is given in the S2 Table.
Western blot analysis
Cells were lysed using RIPA buffer, supplemented with 1X protease inhibitor cocktail and PMSF, and proteins were separated using SDS-PAGE. Proteins were transferred to PVDF membrane, blocked in 5% skimmed milk, and incubated with primary antibodies at 4o C overnight. Membranes were washed three times with 1X Tris-buffered saline-0.1% Tween-20 and incubated with secondary antibody for 1 hour at room temperature. Proteins were visualized using substrates Clarity or Clarity Max (Biorad# 1705060 and 1705062), followed by Biorad Image Lab. For primary antibodies, the following dilutions were used: p21 and AGO2 (1:500), FXR1, Histone H3, and Dicer (1:1,000), PNPT1 (1:5,000), and GAPDH and β-Actin were used at 1:10,000 dilution.
Northern hybridization
50 μg of total RNA was resolved on 12% urea-polyacrylamide gel and electronically transferred onto Zeta-probe GT membrane (Bio-Rad). Oligonucleotides complementary to miR301a-3p and snRU6 were 5’-end-labeled with [y-32P] ATP using T4 polynucleotide kinase (T4 PNK, New England Biolabs# M0201S) and used as probes for hybridization overnight at 42°C in Invitrogen Ambion ULTRAhyb Ultrasensitive Hybridization Buffer (AM8670). For the miR301a-3p probe, membranes were washed with 2X SSC with 0.1% SDS for 5 min, followed by 0.1X SSC with 0.1% SDS for 10 min to retain the signal. A phosphorimager screen was used to expose the radioactivity in the membrane, and Typhoon FLA9000 (GE Healthcare) imaging reader was used to measure the signal on the plate. snRU6, probed and 5S rRNA from the gel serve as a loading control [68]. The miR301a-3p signal was observed after 48–72 hr. of exposure.
Cloning and purification of human FXR1 protein
Human FXR1 was PCR amplified and cloned in pET28a vector between the EcoR1/HindII sites. His-tagged protein was purified by Ni2+- affinity chromatography and eluted using Imidazole using a method described elsewhere [69]. After purification, the fractions containing FXR1 (checked by SDS-PAGE followed by Coomassie staining) were pooled and dialyzed four times against a buffer containing 10 mM HEPES, pH 7.5, 300 mM LiCl, 5mM BME, 1mM EDTA, and 5% glycerol and variable imidazole concentrations, as follows: 200mM, 100mM, 50mM, 0mM at 4°C. Thrombin was used in the final dialysis buffer to cleave His-tag.
Electrophoretic Mobility Shift Assay (EMSA)
Recombinant FXR1 or PNPT1 protein(s) were prepared/purchased and assembled onto miR301a-3p. 0.5 pmole of [y-32P] ATP labeled miRNA was mock-treated or mixed with recombinant FXR1 or PNPT1 or both (where mentioned) protein(s) and incubated at 37°C for 30 min. Reactions were carried out in the final volume of 20 μl containing 20 mM Na-HEPES, pH 7.0, 150 mM NaCl, 0.75 mM DTT, 1.5 mM EDTA and 10% glycerol with 1μg E.coli tRNA. After incubation, the samples were loaded onto 12% nondenaturing polyacrylamide gel containing 0.5X TBE (Tris-Cl, pH 8.0, Boric acid, EDTA). The electrophoresis was performed at 4°C in 0.5X TBE for 6–8 h at 125 V. The RNA distribution or shift was visualized by autoradiography after gel drying.
Inducible shRNA FXR1 xenograft mouse studies
Six-week-old male/female nude mice (Charles River Laboratories) were injected subcutaneously in the left flank with 5X106 UMSCC-74B cells stably transduced with control 3XlacO inducible shRNA and right flank of the same mouse with FXR1 3XlacO inducible shRNA (Sigma Aldrich) [34]resuspended in 20% Matrigel. One-day post-injection, 50% of the mice were treated with 10mM IPTG (Lab Scientific) and 5% glucose in the drinking water. The rest of the 50% of the mice were treated with 10mM IPTG/5% glucose in the drinking water after the tumor showed up. Tumor volumes were measured three times weekly using digital calipers and mice were sacrificed when tumor volumes exceeded 2000mm3. Tumor volume formula = 0.5*(L*W2) W = shortest side L = longest side.
Statistical analysis
Data are expressed as the mean ± the standard deviation. Two-sample t-tests with equal variances are used to assess differences between means. Results with p values less than 0.05 are considered significant.
Supporting information
Data Availability
All small RNA-seq data files are available from the Gene Expression Omnibus database accession number GSE117031.
Funding Statement
This work is supported by NIH grants DE025920 to V.P. Supported in part by pilot research funding, Hollings Cancer Center’s Cancer Center Support Grant P30 CA138313 at the Medical University of South Carolina. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
References
- 1.Bechara E, Davidovic L, Melko M, Bensaid M, Tremblay S, Grosgeorge J, et al. Fragile X related protein 1 isoforms differentially modulate the affinity of fragile X mental retardation protein for G-quartet RNA structure. Nucleic acids research. 2007;35(1):299–306. 10.1093/nar/gkl1021 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Schaeffer C, Bardoni B, Mandel JL, Ehresmann B, Ehresmann C, Moine H. The fragile X mental retardation protein binds specifically to its mRNA via a purine quartet motif. The EMBO journal. 2001;20(17):4803–13. Epub 2001/09/05. 10.1093/emboj/20.17.4803 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Vasudevan S, Steitz JA. AU-rich-element-mediated upregulation of translation by FXR1 and Argonaute 2. Cell. 2007;128(6):1105–18. 10.1016/j.cell.2007.01.038 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Tamanini F, Willemsen R, van Unen L, Bontekoe C, Galjaard H, Oostra BA, et al. Differential expression of FMR1, FXR1 and FXR2 proteins in human brain and testis. Human molecular genetics. 1997;6(8):1315–22. 10.1093/hmg/6.8.1315 . [DOI] [PubMed] [Google Scholar]
- 5.Adams-Cioaba MA, Guo Y, Bian C, Amaya MF, Lam R, Wasney GA, et al. Structural studies of the tandem Tudor domains of fragile X mental retardation related proteins FXR1 and FXR2. PloS one. 2010;5(11):e13559 Epub 2010/11/13. 10.1371/journal.pone.0013559 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Darnell JC, Fraser CE, Mostovetsky O, Darnell RB. Discrimination of common and unique RNA-binding activities among Fragile X mental retardation protein paralogs. Human molecular genetics. 2009;18(17):3164–77. Epub 2009/06/03. 10.1093/hmg/ddp255 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Zarnescu DC, Gregorio CC. Fragile hearts: new insights into translational control in cardiac muscle. Trends in cardiovascular medicine. 2013;23(8):275–81. 10.1016/j.tcm.2013.03.003 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Ambros V. microRNAs: tiny regulators with great potential. Cell. 2001;107(7):823–6. 10.1016/s0092-8674(01)00616-x . [DOI] [PubMed] [Google Scholar]
- 9.Macfarlane LA, Murphy PR. MicroRNA: Biogenesis, Function and Role in Cancer. Current genomics. 2010;11(7):537–61. 10.2174/138920210793175895 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Pratt AJ, MacRae IJ. The RNA-induced silencing complex: a versatile gene-silencing machine. The Journal of biological chemistry. 2009;284(27):17897–901. 10.1074/jbc.R900012200 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Ciafre SA, Galardi S. microRNAs and RNA-binding proteins: a complex network of interactions and reciprocal regulations in cancer. RNA biology. 2013;10(6):935–42. 10.4161/rna.24641 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Loffreda A, Rigamonti A, Barabino SM, Lenzken SC. RNA-Binding Proteins in the Regulation of miRNA Activity: A Focus on Neuronal Functions. Biomolecules. 2015;5(4):2363–87. 10.3390/biom5042363 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Nussbacher JK, Yeo GW. Systematic Discovery of RNA Binding Proteins that Regulate MicroRNA Levels. Molecular cell. 2018;69(6):1005–16 e7. 10.1016/j.molcel.2018.02.012 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.van Kouwenhove M, Kedde M, Agami R. MicroRNA regulation by RNA-binding proteins and its implications for cancer. Nature reviews Cancer. 2011;11(9):644–56. Epub 2011/08/09. 10.1038/nrc3107 . [DOI] [PubMed] [Google Scholar]
- 15.Winter J, Jung S, Keller S, Gregory RI, Diederichs S. Many roads to maturity: microRNA biogenesis pathways and their regulation. Nature cell biology. 2009;11(3):228–34. 10.1038/ncb0309-228 . [DOI] [PubMed] [Google Scholar]
- 16.Cheever A, Ceman S. Translation regulation of mRNAs by the fragile X family of proteins through the microRNA pathway. RNA biology. 2009;6(2):175–8. 10.4161/rna.6.2.8196 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Gantier MP, McCoy CE, Rusinova I, Saulep D, Wang D, Xu D, et al. Analysis of microRNA turnover in mammalian cells following Dicer1 ablation. Nucleic acids research. 2011;39(13):5692–703. 10.1093/nar/gkr148 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Guo Y, Liu J, Elfenbein SJ, Ma Y, Zhong M, Qiu C, et al. Characterization of the mammalian miRNA turnover landscape. Nucleic acids research. 2015;43(4):2326–41. 10.1093/nar/gkv057 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Ha M, Kim VN. Regulation of microRNA biogenesis. Nat Rev Mol Cell Biol. 2014;15(8):509–24. Epub 2014/07/17. 10.1038/nrm3838 . [DOI] [PubMed] [Google Scholar]
- 20.Krol J, Busskamp V, Markiewicz I, Stadler MB, Ribi S, Richter J, et al. Characterizing light-regulated retinal microRNAs reveals rapid turnover as a common property of neuronal microRNAs. Cell. 2010;141(4):618–31. 10.1016/j.cell.2010.03.039 . [DOI] [PubMed] [Google Scholar]
- 21.Frixa T, Donzelli S, Blandino G. Oncogenic MicroRNAs: Key Players in Malignant Transformation. Cancers. 2015;7(4):2466–85. 10.3390/cancers7040904 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Park JK, Henry JC, Jiang J, Esau C, Gusev Y, Lerner MR, et al. miR-132 and miR-212 are increased in pancreatic cancer and target the retinoblastoma tumor suppressor. Biochemical and biophysical research communications. 2011;406(4):518–23. 10.1016/j.bbrc.2011.02.065 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Baumhoer D, Zillmer S, Unger K, Rosemann M, Atkinson MJ, Irmler M, et al. MicroRNA profiling with correlation to gene expression revealed the oncogenic miR-17-92 cluster to be up-regulated in osteosarcoma. Cancer genetics. 2012;205(5):212–9. 10.1016/j.cancergen.2012.03.001 . [DOI] [PubMed] [Google Scholar]
- 24.Pallante P, Visone R, Ferracin M, Ferraro A, Berlingieri MT, Troncone G, et al. MicroRNA deregulation in human thyroid papillary carcinomas. Endocrine-related cancer. 2006;13(2):497–508. 10.1677/erc.1.01209 . [DOI] [PubMed] [Google Scholar]
- 25.Ciafre SA, Galardi S, Mangiola A, Ferracin M, Liu CG, Sabatino G, et al. Extensive modulation of a set of microRNAs in primary glioblastoma. Biochemical and biophysical research communications. 2005;334(4):1351–8. 10.1016/j.bbrc.2005.07.030 . [DOI] [PubMed] [Google Scholar]
- 26.Caudy AA, Myers M, Hannon GJ, Hammond SM. Fragile X-related protein and VIG associate with the RNA interference machinery. Genes & development. 2002;16(19):2491–6. 10.1101/gad.1025202 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Edbauer D, Neilson JR, Foster KA, Wang CF, Seeburg DP, Batterton MN, et al. Regulation of synaptic structure and function by FMRP-associated microRNAs miR-125b and miR-132. Neuron. 2010;65(3):373–84. 10.1016/j.neuron.2010.01.005 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Gessert S, Bugner V, Tecza A, Pinker M, Kuhl M. FMR1/FXR1 and the miRNA pathway are required for eye and neural crest development. Developmental biology. 2010;341(1):222–35. 10.1016/j.ydbio.2010.02.031 . [DOI] [PubMed] [Google Scholar]
- 29.Jin P, Alisch RS, Warren ST. RNA and microRNAs in fragile X mental retardation. Nature cell biology. 2004;6(11):1048–53. 10.1038/ncb1104-1048 . [DOI] [PubMed] [Google Scholar]
- 30.Wan RP, Zhou LT, Yang HX, Zhou YT, Ye SH, Zhao QH, et al. Involvement of FMRP in Primary MicroRNA Processing via Enhancing Drosha Translation. Molecular neurobiology. 2017;54(4):2585–94. 10.1007/s12035-016-9855-9 . [DOI] [PubMed] [Google Scholar]
- 31.Liu T, Wan RP, Tang LJ, Liu SJ, Li HJ, Zhao QH, et al. A MicroRNA Profile in Fmr1 Knockout Mice Reveals MicroRNA Expression Alterations with Possible Roles in Fragile X Syndrome. Molecular neurobiology. 2015;51(3):1053–63. Epub 2014/06/08. 10.1007/s12035-014-8770-1 . [DOI] [PubMed] [Google Scholar]
- 32.Bukhari SIA, Truesdell SS, Lee S, Kollu S, Classon A, Boukhali M, et al. A Specialized Mechanism of Translation Mediated by FXR1a-Associated MicroRNP in Cellular Quiescence. Molecular cell. 2016;61(5):760–73. 10.1016/j.molcel.2016.02.013 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Jin P, Zarnescu DC, Ceman S, Nakamoto M, Mowrey J, Jongens TA, et al. Biochemical and genetic interaction between the fragile X mental retardation protein and the microRNA pathway. Nature neuroscience. 2004;7(2):113–7. 10.1038/nn1174 . [DOI] [PubMed] [Google Scholar]
- 34.Majumder M, House R, Palanisamy N, Qie S, Day TA, Neskey D, et al. RNA-Binding Protein FXR1 Regulates p21 and TERC RNA to Bypass p53-Mediated Cellular Senescence in OSCC. PLoS genetics. 2016;12(9):e1006306 Epub 2016/09/09. 10.1371/journal.pgen.1006306 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Qian J, Hassanein M, Hoeksema MD, Harris BK, Zou Y, Chen H, et al. The RNA binding protein FXR1 is a new driver in the 3q26-29 amplicon and predicts poor prognosis in human cancers. Proc Natl Acad Sci U S A. 2015;112(11):3469–74. Epub 2015/03/04. 10.1073/pnas.1421975112 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Goldman M, Craft B, Kamath A, Brooks AN, Zhu J, Haussler D. The UCSC Xena Platform for cancer genomics data visualization and interpretation. BioRxiv. 2018:326470. [Google Scholar]
- 37.Li Y, Lin L, Jin P. The microRNA pathway and fragile X mental retardation protein. Biochim Biophys Acta. 2008;1779(11):702–5. Epub 2008/08/09. 10.1016/j.bbagrm.2008.07.003 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Tian H, Cao YX, Zhang XS, Liao WP, Yi YH, Lian J, et al. The targeting and functions of miRNA-383 are mediated by FMRP during spermatogenesis. Cell Death Dis. 2013;4:e617 Epub 2013/05/04. 10.1038/cddis.2013.138 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Bail S, Swerdel M, Liu H, Jiao X, Goff LA, Hart RP, et al. Differential regulation of microRNA stability. Rna. 2010;16(5):1032–9. 10.1261/rna.1851510 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Winter J, Diederichs S. Argonaute proteins regulate microRNA stability: Increased microRNA abundance by Argonaute proteins is due to microRNA stabilization. RNA biology. 2011;8(6):1149–57. Epub 2011/09/24. 10.4161/rna.8.6.17665 . [DOI] [PubMed] [Google Scholar]
- 41.Hasan A, Cotobal C, Duncan CD, Mata J. Systematic analysis of the role of RNA-binding proteins in the regulation of RNA stability. PLoS genetics. 2014;10(11):e1004684 10.1371/journal.pgen.1004684 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Ruegger S, Grosshans H. MicroRNA turnover: when, how, and why. Trends in biochemical sciences. 2012;37(10):436–46. 10.1016/j.tibs.2012.07.002 . [DOI] [PubMed] [Google Scholar]
- 43.Zhang Z, Qin YW, Brewer G, Jing Q. MicroRNA degradation and turnover: regulating the regulators. Wiley interdisciplinary reviews RNA. 2012;3(4):593–600. 10.1002/wrna.1114 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Das SK, Sokhi UK, Bhutia SK, Azab B, Su ZZ, Sarkar D, et al. Human polynucleotide phosphorylase selectively and preferentially degrades microRNA-221 in human melanoma cells. Proceedings of the National Academy of Sciences of the United States of America. 2010;107(26):11948–53. Epub 2010/06/16. 10.1073/pnas.0914143107 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Li X, Li J, Cai Y, Peng S, Wang J, Xiao Z, et al. Hyperglycaemia-induced miR-301a promotes cell proliferation by repressing p21 and Smad4 in prostate cancer. Cancer Lett. 2018;418:211–20. Epub 2018/01/15. 10.1016/j.canlet.2018.01.031 . [DOI] [PubMed] [Google Scholar]
- 46.Fillies T, Woltering M, Brandt B, Van Diest JP, Werkmeister R, Joos U, et al. Cell cycle regulating proteins p21 and p27 in prognosis of oral squamous cell carcinomas. Oncol Rep. 2007;17(2):355–9. Epub 2007/01/05. . [PubMed] [Google Scholar]
- 47.Chen AJ, Paik JH, Zhang H, Shukla SA, Mortensen R, Hu J, et al. STAR RNA-binding protein Quaking suppresses cancer via stabilization of specific miRNA. Genes & development. 2012;26(13):1459–72. 10.1101/gad.189001.112 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Lu Y, Gao W, Zhang C, Wen S, Huangfu H, Kang J, et al. Hsa-miR-301a-3p Acts as an Oncogene in Laryngeal Squamous Cell Carcinoma via Target Regulation of Smad4. J Cancer. 2015;6(12):1260–75. Epub 2015/12/08. 10.7150/jca.12659 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Zhang L, Zhang Y, Zhu H, Sun X, Wang X, Wu P, et al. Overexpression of miR-301a-3p promotes colorectal cancer cell proliferation and metastasis by targeting deleted in liver cancer-1 and runt-related transcription factor 3. J Cell Biochem. 2019;120(4):6078–89. Epub 2018/10/27. 10.1002/jcb.27894 . [DOI] [PubMed] [Google Scholar]
- 50.Zheng JZ, Huang YN, Yao L, Liu YR, Liu S, Hu X, et al. Elevated miR-301a expression indicates a poor prognosis for breast cancer patients. Sci Rep. 2018;8(1):2225 Epub 2018/02/06. 10.1038/s41598-018-20680-y [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Stoecklin G, Mayo T, Anderson P. ARE-mRNA degradation requires the 5'-3' decay pathway. EMBO reports. 2006;7(1):72–7. 10.1038/sj.embor.7400572 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Behm-Ansmant I, Rehwinkel J, Doerks T, Stark A, Bork P, Izaurralde E. mRNA degradation by miRNAs and GW182 requires both CCR4:NOT deadenylase and DCP1:DCP2 decapping complexes. Genes & development. 2006;20(14):1885–98. 10.1101/gad.1424106 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Lykke-Andersen J, Wagner E. Recruitment and activation of mRNA decay enzymes by two ARE-mediated decay activation domains in the proteins TTP and BRF-1. Genes & development. 2005;19(3):351–61. 10.1101/gad.1282305 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Jiang P, Coller H. Functional interactions between microRNAs and RNA binding proteins. MicroRNA. 2012;1(1):70–9. 10.2174/2211536611201010070 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Galardi S, Mercatelli N, Giorda E, Massalini S, Frajese GV, Ciafre SA, et al. miR-221 and miR-222 expression affects the proliferation potential of human prostate carcinoma cell lines by targeting p27Kip1. The Journal of biological chemistry. 2007;282(32):23716–24. 10.1074/jbc.M701805200 . [DOI] [PubMed] [Google Scholar]
- 56.Liu X, Fu R, Pan Y, Meza-Sosa KF, Zhang Z, Lieberman J. PNPT1 Release from Mitochondria during Apoptosis Triggers Decay of Poly(A) RNAs. Cell. 2018;174(1):187–201 e12. Epub 2018/05/22. 10.1016/j.cell.2018.04.017 . [DOI] [PubMed] [Google Scholar]
- 57.el-Deiry WS, Tokino T, Velculescu VE, Levy DB, Parsons R, Trent JM, et al. WAF1, a potential mediator of p53 tumor suppression. Cell. 1993;75(4):817–25. Epub 1993/11/19. 10.1016/0092-8674(93)90500-p . [DOI] [PubMed] [Google Scholar]
- 58.Davis-Turak J, Courtney SM, Hazard ES, Glen WB Jr., da Silveira WA, Wesselman T, et al. Genomics pipelines and data integration: challenges and opportunities in the research setting. Expert Rev Mol Diagn. 2017;17(3):225–37. Epub 2017/01/17. 10.1080/14737159.2017.1282822 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Andrews S. FASTQC A JAVA-based quality control tool for high throughput sequence data. 2010. Available from: https://www.bioinformatics.babraham.ac.uk/projects/fastqc/.
- 60.Martin M. Cutadapt removes adapter sequences from high-throughput seqeunceing reads. EMBnetjournal. 171:3 10.14806/ej.17.1.200 [DOI] [Google Scholar]
- 61.Sun Z, Evans J, Bhagwate A, Middha S, Bockol M, Yan H, et al. CAP-miRSeq: a comprehensive analysis pipeline for microRNA sequencing data. BMC Genomics. 2014;15:423 Epub 2014/06/05. 10.1186/1471-2164-15-423 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Langmead B, Trapnell C, Pop M, Salzberg SL. Ultrafast and memory-efficient alignment of short DNA sequences to the human genome. Genome Biol. 2009;10(3):R25 Epub 2009/03/06. 10.1186/gb-2009-10-3-r25 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 63.Anders S, Reyes A, Huber W. Detecting differential usage of exons from RNA-seq data. Genome Res. 2012;22(10):2008–17. Epub 2012/06/23. 10.1101/gr.133744.111 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 64.Walker MA, Pedamallu CS, Ojesina AI, Bullman S, Sharpe T, Whelan CW, et al. GATK PathSeq: A customizable computational tool for the discovery and identification of microbial sequences in libraries from eukaryotic hosts. Bioinformatics. 2018. Epub 2018/07/10. 10.1093/bioinformatics/bty501 . [DOI] [PMC free article] [PubMed] [Google Scholar]
- 65.Friedlander MR, Mackowiak SD, Li N, Chen W, Rajewsky N. miRDeep2 accurately identifies known and hundreds of novel microRNA genes in seven animal clades. Nucleic acids research. 2012;40(1):37–52. Epub 2011/09/14. 10.1093/nar/gkr688 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 66.Nikolayeva O, Robinson MD. edgeR for differential RNA-seq and ChIP-seq analysis: an application to stem cell biology. Methods Mol Biol. 2014;1150:45–79. Epub 2014/04/20. 10.1007/978-1-4939-0512-6_3 . [DOI] [PubMed] [Google Scholar]
- 67.Talwar S, Jin J, Carroll B, Liu A, Gillespie MB, Palanisamy V. Caspase-mediated cleavage of RNA-binding protein HuR regulates c-Myc protein expression after hypoxic stress. The Journal of biological chemistry. 2011;286(37):32333–43. 10.1074/jbc.M111.255927 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 68.Han J, Lee Y, Yeom KH, Kim YK, Jin H, Kim VN. The Drosha-DGCR8 complex in primary microRNA processing. Genes & development. 2004;18(24):3016–27. 10.1101/gad.1262504 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 69.Evans TL, Mihailescu MR. Recombinant bacterial expression and purification of human fragile X mental retardation protein isoform 1. Protein Expr Purif. 2010;74(2):242–7. Epub 2010/06/15. 10.1016/j.pep.2010.06.002 [DOI] [PMC free article] [PubMed] [Google Scholar]