Abstract
Background
Long non-coding RNAs (lncRNAs) are implicated in the development of multiple cancers. In our previous study, we demonstrated that HDAC1/4-mediated silencing of microRNA-200b (miR-200b) enhances docetaxel (DTX)-resistance of human lung adenocarcinoma (LAD) cells.
Methods and results
Herein, we probed the function of LncRNA MARCKSL1–2 (MARCKSL1-transcript variant 2, NR_052852.1) in DTX resistance of LAD cells. It was found that MARCKSL1–2 expression was markedly reduced in DTX-resistant LAD cells. Through gain- or loss- of function assays, colony formation assay, EdU assay, TUNEL assay, and flow cytometry analysis, we found that MARCKSL1–2 suppressed the growth and DTX resistance of both parental and DTX-resistant LAD cells. Moreover, we found that MARCKSL1–2 functioned in LAD through increasing miR-200b expression and repressing HDAC1. Mechanistically, MARCKSL1–2 recruited the suppressor of zeste 12 (SUZ12) to the promoter of histone deacetylase 1 (HDAC1) to strengthen histone H3 lysine 27 trimethylation (H3K27me3) of HDAC1 promoter, thereby reducing HDAC1 expression. MARCKSL1–2 up-regulated miR-200b by blocking the suppressive effect of HDAC1 on the histone acetylation modification at miR-200b promoter. Furthermore, in vivo analysis using mouse xenograft tumor model supported that overexpression of MARCKSL1–2 attenuated the DTX resistance in LAD tumors.
Conclusions
We confirmed that MARCKSL1–2 alleviated DTX resistance in LAD cells by abolishing the inhibitory effect of HDAC1 on miR-200b via the recruitment of SUZ12. MARCKSL1–2 could be a promising target to improve the chemotherapy of LAD.
Graphical abstract
Supplementary Information
The online version contains supplementary material available at 10.1186/s12943-022-01605-w.
Keywords: Lung adenocarcinoma, MARCKSL1–2, HDAC1, miR-200b, Docetaxel-resistance, SUZ12
Background
Lung cancer is one of the most common malignant tumors and the main causes of cancer-related death worldwide [1, 2]. Non-small cell lung cancer (NSCLC) accounts for about 85% of all lung cancer cases. Lung adenocarcinoma (LAD) is the most frequent type of NSCLC [3]. Despite great progress in the development of chemotherapies, chemoresistance remains an obstacle for cancer treatment. Docetaxel (DTX) is an effective drug for the treatment of various cancers including LAD [4] However, tumor recurrence occurs in LAD patients with DTX treatment due to DTX resistance [5]. Hence, the potential mechanisms underlying DTX resistance in LAD need to be explored.
Recent studies suggest that over 98% of the human genome has no protein-coding function [6]. Long non-coding RNAs (lncRNAs) belong to a kind of RNAs with more than 200 nucleotides in length [7], and their abnormal expression is closely related to tumor progression, apoptosis, metastasis, and chemoresistance [8]. Moreover, lncRNAs are implicated in the pathogenesis of human diseases through regulating gene expression via their controls in chromatin modification, gene transcription, and post-transcriptional modification [9, 10]. Previous studies have demonstrated that lncRNAs are key regulators of LAD chemoresistance [11]. Xin Tian et al. found that knockdown of lncRNA ENST00000500843 enhances the resistance of LAD cells to paclitaxel [12]. Moreover, XIST is responsible for cisplatin resistance in LAD cells via the let-7i/BAG-1 axis [13]. NR_052852.1 (MARCKSL1-transcript variant 2, LncRNA MARCKSL1–2) is a novel lncRNA that has not been documented in LAD. Here, we investigated the role of MARCKSL1–2 in DTX resistance in LAD.
It was reported that HDAC1/4-mediated miR-200b knockdown enhances DTX resistance in human LAD cells [14]. The participation of miR-200b in cancer progression has been validated. For example, lncRNA ZFAS1 promotes the growth of osteosarcoma cells by targeting miR-200b and miR-200c to up-regulate BMI1 [15]. MiR-200b affects cell proliferation and migration by directly regulating ZEB2 in gastric carcinoma [16]. In the meantime, reports have revealed that histone deacetylase 1 (HDAC1) plays vital roles in multiple cancers, such as laryngeal squamous cell carcinoma [17], ovarian cancer [18], and NSCLC [19]. In this study, we evaluated the relationship among MARCKSL1–2, miR-200b, and HDAC1 in human LAD cells, as well as their association with DTX resistance.
Materials and methods
Patients
Tissues were gathered from 60 patients with advanced LAD and 20 patients with other lung diseases (control group) in the Nanjing General Hospital of Nanjing Military Command between March 2005 and January 2010. All 60 patients with LAD met the previously described criteria [20]. Tumor response to chemotherapy was assessed via computed tomography (CT) every two or three cycles of chemotherapy, and defined according to the Response Evaluation Criteria in Solid Tumors as follows: progressive disease (PD), stable disease (SD), complete response (CR), or partial response (PR) [20]. PD and SD were regarded as “insensitive”, whereas CR and PR were considered as “sensitive” [20]. Tissues were rapidly frozen with liquid nitrogen and then stored at − 80 °C. Tissue acquisition was permitted by the Review Board of Hospital Ethics Committee of Nanjing General Hospital of Nanjing Military Command (Nanjing General Hospital of Nanjing Military Command, Nanjing University, China). All patients or authorized persons provided written informed consents.
Cell culture and treatment
Human LAD H1299 cells were obtained from the ATCC Cell Bank (Manassas, VA, USA), and human LAD SPC-A1 cells were from Procell life Science & Technology Co., Ltd. (Wuhan, China). Cells were cultured in RPMI-1640 medium (Gibco, Rockville, MD, USA) supplemented with 1% penicillin/streptavidin (Gibco) and 10% FBS (Gibco). DTX-resistant H1299 and SPC-A1 cells, termed H1299/DTX and SPC-A1/DTX, respectively, were established in our laboratory as described previously [14, 21]. H1299/DTX and SPC-A1/DTX cells were maintained in 50 μg/L of DTX (Selleck Chemicals, Houston, TX) and routinely grown as described in a previous work [22]. All cells were maintained in a humidified incubator with 5% CO2 at 37 °C.
Quantitative real-time polymerase chain reaction (RT-qPCR)
Total RNA extraction was performed with TRIzol reagent (Takara, Shiga, Japan), and then cDNA was synthesized by using PrimeScript RT Reagent Kit (Takara) as per the manufacturer’s instruction. Quantitative analyses were performed using SYBR PrimeScript RT-qPCR Kit (Takara). Relative gene expression was detected based on 2-ΔΔCt method by normalizing to GAPDH mRNA or U6 snRNA.
Subcellular fractionation
PARIS™ Kit (Ambion, Austin, TX) was used for the nuclear/cytoplasmic fractionation in line with the manufacturer’s instruction. In brief, cells (1 × 107) were collected and suspended in cell fractionation buffer and then lysed in cell disruption buffer. The MARCKSL1–2 content of both cell fractions was examined by RT-qPCR.
Fluorescent in situ hybridization (FISH)
RNA FISH probe for MARCKSL1–2 was designed by Ribobio Company (Guangzhou, China). After culturing with probes in hybridization solution, cell samples were counter-stained in DAPI solution and then visualized using a fluorescence microscope (Olympus Corp., Tokyo, Japan).
Cell transfection
The specific shRNAs targeting MARCKSL1–2 (shMARCKSL1–2#1 and shMARCKSL1–2#2), HDAC1 (sh/HDAC1), or SUZ12 (shSUZ12#1 and shSUZ12#2), as well as relative control shRNAs (sh/Ctrl), were procured from GenePharma (Shanghai, China). Then, the above shRNAs were cloned into pLKO.1 shRNA lentiviral vector (Addgene, Shanghai, China), followed by co-transfection of psPAX2 lentiviral packaging vector (Addgene) into HEK-293 T cells. Next, the collected lentiviruses particles containing the above respective shRNAs were used to infect LAD cells, and the stable cells were selected by puromycin treatment. For the overexpression of MARCKSL1–2, HDAC1, or SUZ12, the respective cDNA sequences were separately sub-cloned into pcDNA3.1 vectors (Invitrogen, Carlsbad, CA, USA) to construct pcDNA/MARCKSL1–2, pcDNA/HDAC1, and pcDNA/SUZ12 vectors. The empty vector (pcDNA3.1) was used as the negative control. Besides, cells were transfected with miR-200b mimics/inhibitor (Ribobio) to mimic or inhibit miR-200b, with NC mimics/inhibitor (Ribobio) as the negative control, respectively. The transfection of indicated pcDNA3.1 plasmid and miR mimics/inhibitor into LAD cells were achieved by using Lipofectamine 3000 (Invitrogen).
Colony formation assay
Cells were seeded into 6-well plates and cultured for 2 weeks. Then, cells were fixed by formaldehyde for 30 min and stained by 0.5% crystal violet. Subsequently, the plates were imaged and the colonies with over 50 cells were counted manually.
5-Ethynyl-2′-deoxyuridine (EdU) assay
EdU assay was undertaken with BeyoClick™ EdU Cell Proliferation Kit with Alexa Fluor 594 (Beyotime, Shanghai, China). After washing in PBS, EdU solution was used to incubate cells for 2 h. Cell nuclei were then stained by DAPI solution. After washing, samples were observed with an inverted microscope (Olympus).
Flow cytometry analysis
Cell apoptosis was assessed with flow cytometry (BD Biosciences, Franklin Lakes, NJ) as instructed. The Annexin V-FITC/PI Apoptosis Detection Kit (Elabscience, Wuhan, China) was utilized to stain cells for 15 min. Next, cell samples were collected from 6-well plates by centrifugation and the apoptotic cells were analyzed by flow cytometry.
Terminal-deoxynucleoitidyl transferase mediated Nick end labeling (TUNEL) assay
Cells were rinsed using PBS and then fixed with ethanol. The apoptotic cells were stained by using TUNEL reagents (Merck KGaA, Darmstadt, Germany) in accordance with the standard method. The apoptotic cells were captured by an optical microscope (Olympus).
Luciferase reporter assay
The promoter sequence of miR-200b or HDAC1 was separately inserted into the pGL3-basic vector (Promega, Madison, WI, USA) for luciferase reporter assays. Then, LAD cells (H1299 and SPC-A1) or DTX-resistant LAD cells (H1299/DTX and SPC-A1/DTX) were separately co-transfected with MARCKSL1–2 silencing or overexpression plasmids along with the recombinant pGL3 vectors for 48 h. The relative luciferase intensity was detected via luciferase reporter assay system (Promega).
Chemosensitivity assay
Drug sensitivity was evaluated by cell counting kit-8 (CCK-8) assay. The parental LAD cells (H1299 and SPC-A1) and DTX-resistant LAD cells (H1299/DTX and SPC-A1/DTX) were treated with different doses of DTX and fixed in 96-well plates. Then, CCK-8 solution (Dojindo, Osaka, Japan) was added. OD value was measured at the absorbance of 450 nm. The 50% inhibitory concentration (IC50) value of indicated LAD cells to DTX treatment was defined as the DTX dose which induces 50% cell death.
Chromatin immunoprecipitation (ChIP)
ChIP assay was undertaken by using the EZ ChIP™ Chromatin Immunoprecipitation Kit (Millipore, Bedford, MA, USA) according to the manufacturer’s direction. In short, cells were fixed with 1% formaldehyde for 15 min and subjected to ultrasonic treatment for shearing DNA into fragments (500 bp). The immunoprecipitation was implemented by mixing DNA fragments with 30 μl of magnetic beads conjugating with HDAC1 (#34589, 1/50 dilution, Cell signaling technology, Boston, MA, USA), SUZ12 (#3737, 1/100 dilution, Cell signaling technology), acetyl-histone H3 (#8173, 1/100 dilution, Cell signaling technology) or tri-methyl-histone H3 (lys27) (H3K27me3, #9733, 1/50 dilution, Cell signaling technology), and those anti-IgG antibodies (Millipore) acted as the negative control. Finally, the precipitated DNA fragments were analyzed via qPCR and agarose gel electrophoresis (AGE).
RNA pull-down assay
The RNA pull-down assay was conducted by using the Pierce Magnetic RNA-Protein Pull-Down Kit (Thermo Fisher Scientific, Waltham, MA, USA). In short, total protein extracts, obtained from cells via RIPA lysis buffer, were mixed with biotinylated probe for MARCKSL1–2 or MARCKSL1–2 antisense (AS). The pulled-down mixture was processed with SDS-PAGE and sliver staining, and the proteins were analyzed via mass spectrometry. Finally, the existence of interested protein in the pull-down complex was detected through Western bloting.
RNA immunoprecipitation (RIP)
Magna RIP™ RNA-Binding Protein Immunoprecipitation Kit (Millipore) was used for RIP assay in accordance with the instructions. The processed cells were conjugated with anti-SUZ12 antibody (#3737, 1/100 dilution, Cell signaling technology) and control IgG antibody (Millipore) on magnetic beads. After digestion, the precipitated RNAs were extracted for RT-qPCR analysis.
Western blot
Cells were lysed in RIPA lysis buffer. Total proteins were separated on 12% SDS-PAGE. Then, they were transferred onto PVDF membranes and blocked with 5% skimmed milk. The primary antibodies against loading control GAPDH (ab181602, 1/10000 dilution), HDAC1 (ab109411, 1/2000 dilution) and SUZ12 (ab12073, 1/1000 dilution) were used. Then, incubation with the HRP-labelled secondary antibodies (ab216773, 1/10000 dilution) was conducted. All antibodies were bought from Abcam (Cambridge, MA, USA) and used as recommended. All protein bands were finally measured after adding the ECL reagent (Bio-Rad, Hercules, CA, USA). The experiment was independently repeated three times, and the representative blots of three independent experiments were provided in the Figures.
In vivo experiments
Nude mice (4–6 weeks old) used for in vivo experiments were obtained from the Nanjing General Hospital of Nanjing Military Command. The animal study was approved by the Review Board of Hospital Ethics Committee of Nanjing General Hospital of Nanjing Military Command (Nanjing General Hospital of Nanjing Military Command, Nanjing University, China). Animal models were established by subcutaneously injecting 2 × 106 H1299/DTX cells transfected with pcDNA3.1 and pcDNA3.1/MARCKSL1–2 (n = 6 each group). Two weeks later, three mice from the above two groups were randomly selected and treated with DTX (1 mg/kg) through intraperitoneal injections. After 4 weeks, all mice were sacrificed. The primary tumors were resected and weighed, followed by embedded with paraffin and fixed with formalin.
Statistical analysis
All experimental data were obtained from three bio-repeated experiments and shown as the mean ± standard deviation (S.D.). GraphPad Prism 7 (La Jolla, CA) was used for statistical analyses. Comparison among multiple groups was analyzed by one-way or two-way ANOVA, and that between two groups was analyzed using Student’s t test. Results were considered statistically significant when a p-value< 0.05.
Results
Down-regulation of lncRNA MARCKSL1–2 is associated with DTX-resistance and poor prognosis in LAD patients
According to the tumor response to chemotherapy, 60 LAD tissues were divided into DTX insensitive- (SD + PD; n = 32) and sensitive- (CR + PR; n = 28) groups. Interestingly, RT-qPCR data indicated that the level of lncRNA MARCKSL1–2 in the insensitive LAD tissues was remarkably down-regulated in comparison with that in the sensitive group (Fig. 1a). Moreover, the level of MARCKSL1–2 in tumor tissues was lower than that in normal lung tissues (Fig. 1b). Furthermore, low MARCKSL1–2 expression was associated with poor chemotherapy response, advanced clinical stage, and poor histological differentiation (Supplementary Table 1). Kaplan-Meier analysis results revealed that lower MARCKSL1–2 level was correlated with a shorter PFS and OS of LAD patients (Fig. 1c-d). Additionally, MARCKSL1–2 expression was identified as one of the independent prognostic factors of LAD patients by univariate and multivariate Cox regression models (Supplementary Table 2). Based on the above data, we evaluated the association of MARCKSL1–2 with DTX resistance in LAD cells. In this regard, we first tested the expression pattern of MARCKSL1–2 in parental human LAD cells (H1299 and SPC-A1) and the matched DTX-resistant cells (H1299/DTX and SPC-A1/DTX). RT-qPCR unveiled that the level of MARCKSL1–2 was significantly declined in the DTX-resistant LAD cells compared with parental cells (Fig. 1e), suggesting that MARCKSL1–2 is related to the DTX resistance of human LAD cells. Before exploring its function, we analyzed the cellular distribution of MARCKSL1–2 in parental and DTX-resistant LAD cells. The data exhibited that MARCKSL1–2 principally existed in the nucleus (Figs. 1f-g). Similarly, FISH images indicated that the staining of MARCKSL1–2 was mainly in the nucleus, and less MARCKSL1–2 signals were observed in resistant cells than in parental cells (Fig. 1h). These results displayed that MARCKSL1–2 is expressed at low level in DTX-resistant LAD cells .
Effects of MARCKSL1–2 on the behaviors of DTX-resistant or sensitive LAD cells under DTX treatment
To probe the relationship between MARCKSL1–2 and DTX resistance, we first analyzed its expression of MARCKSL1–2 in the parental and DTX-resistant LAD cells in response to increasing doses of DTX. As shown in Supplementary Fig. 1a-b, the level of MARCKSL1–2 was gradually increased in a dose-dependent manner in different LAD cells. To determine the biological function of MARCKSL1–2 in LAD cells, we silenced MARCKSL1–2 expression in H1299 and SPC-A1 cells while up-regulated MARCKSL1–2 expression in H1299/DTX and SPC-A1/DTX cells (Supplementary Fig. 1c-d). As such, the IC50 value of parental cells was increased after MARCKSL1–2 silencing, whereas that of DTX-resistant cells was decreased after MARCKSL1–2 overexpression (Supplementary Fig. 1e-f). Furthermore, the proliferation ability was obviously promoted when MARCKSL1–2 was silenced in H1299 and SPC-A1 cells. On the contrary, MARCKSL1–2 overexpression led to hampered proliferation of H1299/DTX and SPC-A1/DTX cells. Consistently, DTX treatment hindered the proliferation of different LAD cells in a dose-dependent manner (Figs. 2a-d, Supplementary Fig. 2a-d). Additionally, the results from flow cytometry analyses and TUNEL assays showed that MARCKSL1–2 deletion lessened the apoptotic rate of H1299 and SPC-A1 cells treated with 5 or 10 μg/L of DTX, whereas MARCKSL1–2 up-regulation induced the apoptosis of H1299/DTX and SPC-A1/DTX cells treated with 0, 50 or 100 μg/L DTX (Figs. 2e-h, Supplementary Fig. 2e- h). These results suggested that MARCKSL1–2 plays a growth-inhibitory role in both DTX-sensitive and -resistant LAD cells.
MARCKSL1–2 mitigates DTX resistance in LAD cells by regulating HDAC1 and miR-200b
Our previous study indicated that HDAC1/4 and miR-200b are involved in DTX resistance of LAD cells [23]. Here, we investigated whether MARCKSL1–2 could regulate HDAC1/4 and miR-200 to reduce DTX resistance. Interestingly, we found that MARCKSL1–2 negatively regulated HDAC1 and positively modulated miR-200b in both parental and DTX-resistant LAD cells (Figs. 3a-d), whereas it had no apparent effect on the levels of HDAC4 and miR-200a/c (Supplementary Fig. 3). Because MARCKSL1–2 was mainly distributed in the nucleus of LAD cells, we evaluated the impacts of MARCKSL1–2 on the transcription of HDAC1 and miR-200b. Data from luciferase reporter assays showed that the luciferase intensity of miR-200b promoter was reduced by MARCKSL1–2 knockdown in H1299 and SPC-A1 cells, but increased when MARCKSL1–2 was up-regulated in H1299/DTX and SPC-A1/DTX cells (Fig. 3e). Conversely, the luciferase activity of HDAC1 promoter showed opposite trends to that of miR-200b promoter in indicated cells (Fig. 3f). More importantly, it was validated that the enhanced IC50 value to DTX induced by MARCKSL1–2 knockdown could be countervailed in response to HDAC1 interference or miR-200b mimics, and the reduced IC50 value to DTX mediated by MARCKSL1–2 overexpression was restored in face of HDAC1 overexpression or miR-200b inhibition (Fig. 3g-j). Taken together, MARCKSL1–2 attenuates DTX resistance in LAD cells by repressing HDAC1 or elevating miR-200b.
MARCKSL1–2 recruits SUZ12 in LAD cells
According to the previous report, HDAC1/4 deletion can elevate miR-200b expression by maintaining histone-H3 acetylation at miR-200b promoter and therefore reverse DTX resistance of LAD cells [14]. Based on this, we hypothesized that MARCKSL1–2 could inhibit HDAC1 to up-regulate miR-200b by enhancing histone-H3 acetylation level at miR-200b promoter. The ChIP analysis showed that MARCKSL1–2 reduction inhibited while its upregulation enhanced the histone-H3 acetylation level of miR-200b promoter (Fig. 4a-b), which supported our hypothesis. Next, we probed into the mechanism whereby MARCKSL1–2 affected HDAC1 transcription. Because lncRNAs modulate transcription mainly through binding to different proteins involved in transcriptional process [24], we employed RNA pull-down and silver staining to analyze the potential proteins interacting with MARCKSL1–2. After spectrometry analysis, we found that SUZ12 interacted with MARCKSL1–2 with a high binding score (Fig. 4c). Moreover, we confirmed the existence of SUZ12 in MARCKSL1–2 pulled down complexes in both parental and DTX-resistant LAD cells (Fig. 4d). Meanwhile, RIP data revealed that MARCKSL1–2 was highly enriched in anti-SUZ12 groups, and its enrichment in DTX-resistant LAD cells was higher than that in parental cells (Figs. 4e-f). Additionally, we detected the impacts of MARCKSL1–2 on the mRNA level and protein level of SUZ12. Results demonstrated that MARCKSL1–2 was not capable of affecting SUZ12 expression in different LAD cells (Figs. 4g-h). All these results revealed that MARCKSL1–2 interacts with SUZ12 in both parental and DTX- resistant LAD cells.
MARCKSL1–2 affects HDAC1 expression by recruiting SUZ12 to modulate H3K27me3 level at HDAC1 promoter
SUZ12 is a key subunit of PRC2 complex which regulates the H3K27 methylation of target genes [25, 26]. Therefore, we further explored whether MARCKSL1–2 modulated HDAC1 transcription through its recruitment of SUZ12. We first analyzed the influence of SUZ12 on HDAC1. As expected, we found that SUZ12 up-regulation reduced the mRNA and protein levels of HDAC1 in SPC-A1 and H1299 cells, whereas loss of SUZ12 resulted in elevated levels of HDAC1 in H1299/DTX and SPC-A1/DTX cells (Supplementary Fig. 4a-b, Figs. 5a-b). Subsequently, ChIP assay showed that HDAC1 promoter was enriched in the SUZ12 groups of both parental and DTX-resistant LAD cells, and the enrichment of HDAC1 promoter in DTX-resistant cells was less than that in the parental cells (Figs. 5c-d). In addition, it was proved that the H3K27me3 level in HDAC1 promoter was enhanced in response to SUZ12 upregulation while lowered in face of SUZ12 downregulation (Fig. 5g). More interestingly, the enrichment of HDAC1 promoter in SUZ12 groups was evidently reduced by MARCKSL1–2 knockdown in SPC-A1 and H1299 cells, whereas strengthened when MARCKSL1–2 was up-regulated in SPC-A1/DTX and H1299/DTX cells (Figs. 5f-g). Additionally, the H3K27me3 level in HDAC1 promoter was decreased under MARCKSL1–2 interference but increased upon MARCKSL1–2 overexpression (Fig. 5h). These results revealed that MARCKSL1–2 hinders HDAC1 expression by recruiting SUZ12 to induce H3K27me3 modification at HDAC1 promoter.
MARCKSL1–2 affects DTX resistance of LAD cells by regulating HDAC1/miR-200b axis
Next, we tested whether MARCKSL1–2 modulates DTX resistance of LAD cells through its regulation on HDAC1 and miR-200b. We performed gain- and loss-of-function experiments. We demonstrated that the level of MARCKSL1–2 decreased by shMARCKSL1–2, but it remained unchanged after co-transfection with sh/HDAC1 or miR-200b mimics (Supplementary Fig. 4c); the reduced level of miR-200b caused by MARCKSL1–2 depletion was recovered by the inhibition of HDAC1 or overexpression of miR-200b (Supplementary Fig. 4d), and the elevated HDAC1 expression by MARCKSL1–2 silencing was only reversed by HDAC1 inhibition but not affected by miR-200b mimics (Supplementary Fig. 4e). In DTX-resistant cells, MARCKSL1 expression, which was enhanced by the transfection of MARCKSL1–2 overexpression vector, remained unchanged after HDAC1 overexpression or miR-200b inhibition (Supplementary Fig. 4f). The enhanced miR-200b expression by the up-regulation of MARCKSL1–2 was counteracted by the overexpression of HDAC1 or inhibition of miR-200b (Supplementary Fig. 4 g). Besides, the reduced HDAC1 level induced by MARCKSL1–2 overexpression was recovered by the transfection of its own overexpression vector but remained unchanged by miR-200b inhibition (Supplementary Fig. 4 h). Then, results from colony formation and EdU assays displayed that MARCKSL1–2 knockdown elevated proliferation ability of H1299 and SPC-A1 cells, and the elevated proliferation was drastically reversed under HDAC1 suppression or miR-200b mimics. Meanwhile, the proliferation ability of H1299/DTX and SPC-A1/DTX cells impeded by MARCKSL1–2 up-regulation was entirely restored in face of HDAC1 up-regulation or miR-200b inhibition (Figs. 6a-d, Supplementary Fig. 5a-d). Data of Flow cytometry and TUNEL assays showed that HDAC1 knockdown or miR-200b mimicking rescued the inhibitory effects on the apoptosis of LAD cells due to MARCKSL1–2 deletion. Reversely, HDAC1 overexpression or miR-200b inhibition fully abolished the enhancing effect of MARCKSL1–2 up-regulation on the apoptosis of DTX-resistant LAD cells (Figs. 6e-h, Supplementary Fig. 5e- h). These results suggested that MARCKSL1–2 eases the DTX resistance of LAD cells by regulating HDAC1/miR-200b axis.
MARCKSL1–2 alleviates DTX resistance of LAD tumor in vivo
To further validate the significance of MARCKSL1–2 in DTX resistance in vivo, we constructed mouse models and observed the tumor growth in mice with different treatments. It was observed that tumor size, volume, and weight were smaller in the group with MARCKSL1–2 overexpression or DTX treatment than those in the control group, and MARCKSL1–2 overexpression induced further reduction in the above parameters in groups with DTX treatment (Figs. 7a-c). Therefore, we confirmed that MARCKSL1–2 enhances the sensitivity of LAD cells to DTX treatment in vivo.
Discussion
We uncovered that lncRNA MARCKSL1–2 was expressed at a low level in DTX-resistant LAD cells, and it assuaged the DTX-resistance and LAD cell proliferation, while elevated the apoptosis of LAD cells. Moreover, MARCKSL1–2 up-regulated miR-200b to reverse DTX resistance of LAD cells by recruiting SUZ12 to suppress HDAC1 level.
Increasing evidence supported that lncRNAs can function in the DTX resistance of LAD cells, suggesting that they could be a novel potential target for LAD treatment. For instance, Jing Chen et al. found that CCAT1 elevates chemoresistance and promotes epithelial-to-mesenchymal transition process in DTX-resistant LAD cells [27]. Moreover, linc-ROR facilitates chemoresistance in DTX-resistant LAD cells by targeting miR-145 to regulate FSCN1 [28]. Herein, we investigated the role of a novel lncRNA MARCKSL1–2 in the DTX resistance of LAD. Our study found that MARCKSL1–2 was expressed at a low level in LAD tissues compared with adjacent normal tissues. Moreover, the level of MARCKSL1–2 in DTX-insensitive LAD patient tissues was lower than that in DTX-sensitive LAD patient tissues. In addition, we found that low level of MARCKSL1–2 was associated with the poor prognosis of LAD patients, confirming the prognostic significance of MARCKSL1–2 in LAD patients. Functionally, we revealed that MARCKSL1–2 worked as an inhibitor of the DTX resistance and growth of LAD cells.
Recently, epigenetic regulation has been broadly reported in the development of drug resistance in cancer cells [29–31]. Accordingly, molecules targeting epigenetic regulators have been emerged as a new strategy for cancer treatment [30–32]. Our previous finding unveiled that HDAC1/4 epigenetically regulated miR-200b to enhance DTX resistance in human LAD cells [14]. Interestingly, the present study confirmed that MARCKSL1–2 could affect the expression of HDAC1 and miR-200b in both parental and DTX-resistant LAD cells. MiR-200b was suggested as a potential biomarker in LAD [33], and it has been proved to be associated with DTX-resistance in LAD cells through regulating autophagy [34] or by targeting E2F3 [35]. Histone deacetylase 1 (HDAC1) is an enzyme with a function of removing the acetyl group from lysine residue, and mainly acts as an epigenetic regulator that regulates gene transcription [36]. Besides our former findings [14], the epigenetic inhibition of HDAC1 on miR-200b has also been validated in cancer stem-like cells [23]. Consistent with the previous findings, here we found that MARCKSL1–2 up-regulated the expression of miR-200b by inhibiting HDAC1 to enhance the histone-H3 acetylation at miR-200b promoter.
Furthermore, we found that MARCKSL1–2 recruited SUZ12 to induce H3K27me3 modification at HDAC1 promoter, therefore repressing HDAC1 transcription and expression in LAD cells. SUZ12 is a member of the polycomb repressive complex 2 (PRC2) which induces gene repression-related H3K27me3 at target gene promoter in many cancers [37–39]. Previous studies have shown that up-regulation of H3K27me3 can sensitize osteosarcoma to cisplatin [40]. In our present study, we demonstrated that the presence of MARCKSL1–2 reinforced the binding of SUZ12 to HDAC1 promoter to enhance H3K27me3 level at HDAC1 promoter, resulting in reduced HDAC1 expression and therefore elevating miR-200b level in LAD cells. Additionally, in vivo study indicated that MARCKSL1–2 overexpression hindered tumor growth and strengthened the efficacy of DTX treatment in vivo. Current literatures have uncovered the relationship of HDAC1 or miR-200b with the resistance of cancer cells to several commonly used drugs in LAD, such as cisplatin, paclitaxel, and gefitinib [41–46]. These findings suggested the potential involvement of MARCKSL1–2/HDAC1/miR-200b axis in the acquired resistance of LAD cells to multiple drugs.
There are some limitations in our current study. For example, the upstream and downstream regulating molecules of MARCKSL1–2 remained unclear and required further investigation. Besides, whether MARCKSL1–2 plays a role in the development of resistance to other drugs in LAD cells needs further validations in future studies.
Conclusions
Our research elucidated the inhibitory role of MARCKSL1–2/SUZ12/HDAC1/miR-200b axis in the growth and DTX resistance of LAD cells, suggesting that MARCKSL1–2 could be a promising target to improve the chemotherapy of LAD patients.
Supplementary Information
Consent of human participants
All the participants in the present research have been fully informed and signed a written consent prior to participate.
Abbreviations
- NSCLC
Non-small cell lung cancer
- LAD
Lung adenocarcinoma
- DTX
Docetaxel
- LncRNA
Long non-coding RNA
- MARCKSL1–2
MARCKS like 1-transcript variant 2
- miR-200b
MicroRNA-200b
- H3K27me3
Histone H3 lysine 27 trimethylation
- HDAC1
Histone deacetylase 1
- SUZ12
Suppressor of zeste 12
- RT-qPCR
Quantitative real-time polymerase chain reaction
- FISH
Fluorescent in situ hybridization
- EdU
5-Ethynyl-2′-deoxyuridine
- TUNEL
Terminal-deoxynucleoitidyl Transferase Mediated Nick End labeling
- CCK-8
Cell counting kit-8
- ChIP
Chromatin immunoprecipitation
- RIP
RNA immunoprecipitation
- PD
Progressive disease
- SD
Stable disease
- CR
Complete response
- PR
Partial response
- AS
Antisense
- PFS
Progression-free survival
- OS
Overall survival
Authors’ contributions
The project was designed by Dongqin Chen, Zhengyuan Yu, Jing Chen and Longbang Chen. Min Jiang, Kai Zhang and Xiaofei Zhang conducted the in vitro experiments. Feng Qi and Jingjing Ma performed the in vivo assays. Kai Zhang and Suhua Xia collected and analyzed all the data. Jingjing Ma arranged the data in figures. Feng Qi and Xiaofei Zhang collaborated on the writing of the entire manuscript. All authors read, edited and approved the final version of the manuscript.
Funding
This work was supported by the National Natural Science Foundation of China (NOs. 81972815, 81672928, 81702048, and 81903091); the Financial Grant from the China Postdoctoral Science Foundation (NOs. 2018 T110466 and NO.2017 M621678); and the Natural Science Foundation of Shanghai (No. 22ZR1446600).
Availability of data and materials
All data and supporting materials are available upon request by writing to the corresponding authors.
Declarations
Ethics approval and consent to participate
Tissue and Animal study were permitted by the Review Board of Hospital Ethics Committee of Nanjing General Hospital of Nanjing Military Command (Nanjing General Hospital of Nanjing Military Command, Nanjing University, China).
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Min Jiang, Feng Qi, Kai Zhang and Xiaofei Zhang are co-first authors.
Contributor Information
Min Jiang, Email: jiangmin1023@suda.edu.cn.
Feng Qi, Email: feng_wa@163.com.
Kai Zhang, Email: jshazk@hotmail.com.
Xiaofei Zhang, Email: zhangxiaofei@hotmail.co.jp.
Jingjing Ma, Email: huijingya2d2@163.com.
Suhua Xia, Email: xiah86208600@163.com.
Longbang Chen, Email: baga0446204@163.com.
Zhengyuan Yu, Email: strongeryy1985@163.com.
Jing Chen, Email: chenjing91@outlook.com.
Dongqin Chen, Email: drdqchen@163.com.
References
- 1.Torre LA, Bray F, Siegel RL, Ferlay J, Lortet-Tieulent J, Jemal A. Global cancer statistics, 2012. CA Cancer J Clin. 2015;65(2):87–108. doi: 10.3322/caac.21262. [DOI] [PubMed] [Google Scholar]
- 2.Siegel R, Ma J, Zou Z, Jemal A. Cancer statistics, 2014. CA Cancer J Clin. 2014;64(1):9–29. doi: 10.3322/caac.21208. [DOI] [PubMed] [Google Scholar]
- 3.Siegel RL, Miller KD, Jemal A. Cancer statistics, 2019. CA Cancer J Clin. 2019;69(1):7–34. doi: 10.3322/caac.21551. [DOI] [PubMed] [Google Scholar]
- 4.Joshi M, Liu X, Belani CP. Taxanes, past, present, and future impact on non-small cell lung cancer. Anti-Cancer Drugs. 2014;25(5):571–583. doi: 10.1097/CAD.0000000000000080. [DOI] [PubMed] [Google Scholar]
- 5.Du L, Morgensztern D. Chemotherapy for advanced-stage non-small cell lung Cancer. Cancer J (Sudbury, Mass) 2015;21(5):366–370. doi: 10.1097/PPO.0000000000000141. [DOI] [PubMed] [Google Scholar]
- 6.Carninci P, Kasukawa T, Katayama S, Gough J, Frith MC, Maeda N, et al. The transcriptional landscape of the mammalian genome. Science (New York, NY) 2005;309(5740):1559–1563. doi: 10.1126/science.1112014. [DOI] [PubMed] [Google Scholar]
- 7.Lu Q, Yu T, Ou X, Cao D, Xie T, Chen X. Potential lncRNA diagnostic biomarkers for early gastric cancer. Mol Med Rep. 2017;16(6):9545–9552. doi: 10.3892/mmr.2017.7770. [DOI] [PubMed] [Google Scholar]
- 8.Zhou C, Huang C, Wang J, Huang H, Li J, Xie Q, et al. LncRNA MEG3 downregulation mediated by DNMT3b contributes to nickel malignant transformation of human bronchial epithelial cells via modulating PHLPP1 transcription and HIF-1α translation. Oncogene. 2017;36(27):3878–3889. doi: 10.1038/onc.2017.14. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Ulitsky I, Bartel DP. lincRNAs: genomics, evolution, and mechanisms. Cell. 2013;154(1):26–46. doi: 10.1016/j.cell.2013.06.020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Batista PJ, Chang HY. Long noncoding RNAs: cellular address codes in development and disease. Cell. 2013;152(6):1298–1307. doi: 10.1016/j.cell.2013.02.012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Zhao X, Li X, Zhou L, Ni J, Yan W, Ma R, et al. LncRNA HOXA11-AS drives cisplatin resistance of human LUAD cells via modulating miR-454-3p/Stat3. Cancer Sci. 2018;109(10):3068–3079. doi: 10.1111/cas.13764. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Tian X, Gao S, Liu Y, Xuan Y, Wu R, Zhang Z. Long non-coding RNA ENST00000500843 is downregulated and promotes chemoresistance to paclitaxel in lung adenocarcinoma. Oncol Lett. 2019;18(4):3716–3722. doi: 10.3892/ol.2019.10704. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Sun J, Pan LM, Chen LB, Wang Y. LncRNA XIST promotes human lung adenocarcinoma cells to cisplatin resistance via let-7i/BAG-1 axis. Cell Cycle (Georgetown, Tex) 2017;16(21):2100–2107. doi: 10.1080/15384101.2017.1361071. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Chen DQ, Pan BZ, Huang JY, Zhang K, Cui SY, De W, et al. HDAC 1/4-mediated silencing of microRNA-200b promotes chemoresistance in human lung adenocarcinoma cells. Oncotarget. 2014;5(10):3333–3349. doi: 10.18632/oncotarget.1948. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Liu G, Wang L, Han H, Li Y, Lu S, Li T, et al. LncRNA ZFAS1 promotes growth and metastasis by regulating BMI1 and ZEB2 in osteosarcoma. Am J Cancer Res. 2017;7(7):1450–1462. [PMC free article] [PubMed] [Google Scholar]
- 16.Kurashige J, Kamohara H, Watanabe M, Hiyoshi Y, Iwatsuki M, Tanaka Y, et al. MicroRNA-200b regulates cell proliferation, invasion, and migration by directly targeting ZEB2 in gastric carcinoma. Ann Surg Oncol. 2012;19(Suppl 3):S656–S664. doi: 10.1245/s10434-012-2217-6. [DOI] [PubMed] [Google Scholar]
- 17.Zhao R, Chen K, Cao J, Yu H, Tian L, Liu M. A correlation analysis between HDAC1 over-expression and clinical features of laryngeal squamous cell carcinoma. Acta Otolaryngol. 2016;136(2):172–176. doi: 10.3109/00016489.2015.1101781. [DOI] [PubMed] [Google Scholar]
- 18.Liu X, Yu Y, Zhang J, Lu C, Wang L, Liu P, et al. HDAC1 silencing in ovarian Cancer enhances the chemotherapy response. Cell Physiol Biochem. 2018;48(4):1505–1518. doi: 10.1159/000492260. [DOI] [PubMed] [Google Scholar]
- 19.Singh T, Prasad R, Katiyar SK. Therapeutic intervention of silymarin on the migration of non-small cell lung cancer cells is associated with the axis of multiple molecular targets including class 1 HDACs, ZEB1 expression, and restoration of miR-203 and E-cadherin expression. Am J Cancer Res. 2016;6(6):1287–1301. [PMC free article] [PubMed] [Google Scholar]
- 20.Chen D, Wang R, Yu C, Cao F, Zhang X, Yan F, et al. FOX-A1 contributes to acquisition of chemoresistance in human lung adenocarcinoma via transactivation of SOX5. EBioMedicine. 2019;44:150–161. doi: 10.1016/j.ebiom.2019.05.046. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Wang R, Huang J, Feng B, De W, Chen L. Identification of ING4 (inhibitor of growth 4) as a modulator of docetaxel sensitivity in human lung adenocarcinoma. Mol Med. 2012;18:874–886. doi: 10.2119/molmed.2011.00230. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Wang R, Wang ZX, Yang JS, Pan X, De W, Chen LB. MicroRNA-451 functions as a tumor suppressor in human non-small cell lung cancer by targeting ras-related protein 14 (RAB14) Oncogene. 2011;30(23):2644–2658. doi: 10.1038/onc.2010.642. [DOI] [PubMed] [Google Scholar]
- 23.Chen DQ, Huang JY, Feng B, Pan BZ, De W, Wang R, et al. Histone deacetylase 1/Sp1/microRNA-200b signaling accounts for maintenance of cancer stem-like cells in human lung adenocarcinoma. PLoS One. 2014;9(10):e109578. doi: 10.1371/journal.pone.0109578. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Long Y, Wang X, Youmans DT, Cech TR. How do lncRNAs regulate transcription? Sci Adv. 2017;3(9):eaao2110. doi: 10.1126/sciadv.aao2110. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Højfeldt JW, Laugesen A, Willumsen BM, Damhofer H, Hedehus L, Tvardovskiy A, et al. Accurate H3K27 methylation can be established de novo by SUZ12-directed PRC2. Nat Struct Mol Biol. 2018;25(3):225–232. doi: 10.1038/s41594-018-0036-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Li F, Wu R, Cui X, Zha L, Yu L, Shi H, et al. Histone deacetylase 1 (HDAC1) negatively regulates Thermogenic program in Brown adipocytes via coordinated regulation of histone H3 lysine 27 (H3K27) Deacetylation and methylation. J Biol Chem. 2016;291(9):4523–4536. doi: 10.1074/jbc.M115.677930. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Chen J, Zhang K, Song H, Wang R, Chu X, Chen L. Long noncoding RNA CCAT1 acts as an oncogene and promotes chemoresistance in docetaxel-resistant lung adenocarcinoma cells. Oncotarget. 2016;7(38):62474–62489. doi: 10.18632/oncotarget.11518. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Pan Y, Chen J, Tao L, Zhang K, Wang R, Chu X, et al. Long noncoding RNA ROR regulates chemoresistance in docetaxel-resistant lung adenocarcinoma cells via epithelial mesenchymal transition pathway. Oncotarget. 2017;8(20):33144–33158. doi: 10.18632/oncotarget.16562. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Wajapeyee N, Gupta R. Epigenetic alterations and mechanisms that drive resistance to targeted Cancer therapies. Cancer Res. 2021;81(22):5589–5595. doi: 10.1158/0008-5472.CAN-21-1606. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Strohkendl I, Saifuddin FA, Gibson BA, Rosen MK, Russell R, Finkelstein IJ. Inhibition of CRISPR-Cas12a DNA targeting by nucleosomes and chromatin. Sci Adv. 2021;7(11):eabd6030. doi: 10.1126/sciadv.abd6030. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Yang GJ, Wang W, Mok SWF, Wu C, Law BYK, Miao XM, et al. Selective inhibition of lysine-specific demethylase 5A (KDM5A) using a rhodium (III) complex for triple-negative breast Cancer therapy. Angew Chem (Int Ed Engl) 2018;57(40):13091–13095. doi: 10.1002/anie.201807305. [DOI] [PubMed] [Google Scholar]
- 32.Yang H, Sun B, Xu K, He Y, Zhang T, Hall SRR, et al. Pharmaco-transcriptomic correlation analysis reveals novel responsive signatures to HDAC inhibitors and identifies Dasatinib as a synergistic interactor in small-cell lung cancer. EBioMedicine. 2021;69:103457. doi: 10.1016/j.ebiom.2021.103457. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Maemura K, Watanabe K, Ando T, Hiyama N, Sakatani T, Amano Y, et al. Altered editing level of microRNAs is a potential biomarker in lung adenocarcinoma. Cancer Sci. 2018;109(10):3326–3335. doi: 10.1111/cas.13742. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Pan B, Feng B, Chen Y, Huang G, Wang R, Chen L, et al. MiR-200b regulates autophagy associated with chemoresistance in human lung adenocarcinoma. Oncotarget. 2015;6(32):32805–32820. doi: 10.18632/oncotarget.5352. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Feng B, Wang R, Song HZ, Chen LB. MicroRNA-200b reverses chemoresistance of docetaxel-resistant human lung adenocarcinoma cells by targeting E2F3. Cancer. 2012;118(13):3365–3376. doi: 10.1002/cncr.26560. [DOI] [PubMed] [Google Scholar]
- 36.Yoon S, Eom GH. HDAC and HDAC inhibitor: from Cancer to cardiovascular diseases. Chonnam Med J. 2016;52(1):1–11. doi: 10.4068/cmj.2016.52.1.1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Broux M, Prieto C, Demeyer S, Vanden Bempt M, Alberti-Servera L, Lodewijckx I, et al. Suz12 inactivation cooperates with JAK3 mutant signaling in the development of T-cell acute lymphoblastic leukemia. Blood. 2019;134(16):1323–1336. doi: 10.1182/blood.2019000015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Liu C, Shi X, Wang L, Wu Y, Jin F, Bai C, et al. SUZ12 is involved in progression of non-small cell lung cancer by promoting cell proliferation and metastasis. Tumour Biol. 2014;35(6):6073–6082. doi: 10.1007/s13277-014-1804-5. [DOI] [PubMed] [Google Scholar]
- 39.Lee CH, Yu JR, Granat J, Saldaña-Meyer R, Andrade J, LeRoy G, et al. Automethylation of PRC2 promotes H3K27 methylation and is impaired in H3K27M pediatric glioma. Genes Dev. 2019;33(19–20):1428–1440. doi: 10.1101/gad.328773.119. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.He C, Sun J, Liu C, Jiang Y, Hao Y. Elevated H3K27me3 levels sensitize osteosarcoma to cisplatin. Clin Epigenetics. 2019;11(1):8. doi: 10.1186/s13148-018-0605-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Wang W, Zhao M, Cui L, Ren Y, Zhang J, Chen J, et al. Characterization of a novel HDAC/RXR/HtrA1 signaling axis as a novel target to overcome cisplatin resistance in human non-small cell lung cancer. Mol Cancer. 2020;19(1):134. doi: 10.1186/s12943-020-01256-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Jin HF, Wang JF, Song TT, Zhang J, Wang L. MiR-200b inhibits tumor growth and Chemoresistance via targeting p70S6K1 in lung Cancer. Front Oncol. 2020;10:643. doi: 10.3389/fonc.2020.00643. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Brozovic A, Duran GE, Wang YC, Francisco EB, Sikic BI. The miR-200 family differentially regulates sensitivity to paclitaxel and carboplatin in human ovarian carcinoma OVCAR-3 and MES-OV cells. Mol Oncol. 2015;9(8):1678–1693. doi: 10.1016/j.molonc.2015.04.015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Wang L, Li H, Ren Y, Zou S, Fang W, Jiang X, et al. Targeting HDAC with a novel inhibitor effectively reverses paclitaxel resistance in non-small cell lung cancer via multiple mechanisms. Cell Death Dis. 2016;7(1):e2063. doi: 10.1038/cddis.2015.328. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Lin YC, Lin YC, Shih JY, Huang WJ, Chao SW, Chang YL, et al. DUSP1 expression induced by HDAC1 inhibition mediates gefitinib sensitivity in non-small cell lung cancers. Clin Cancer Res. 2015;21(2):428–438. doi: 10.1158/1078-0432.CCR-14-1150. [DOI] [PubMed] [Google Scholar]
- 46.Nishijima N, Seike M, Soeno C, Chiba M, Miyanaga A, Noro R, et al. miR-200/ZEB axis regulates sensitivity to nintedanib in non-small cell lung cancer cells. Int J Oncol. 2016;48(3):937–944. doi: 10.3892/ijo.2016.3331. [DOI] [PMC free article] [PubMed] [Google Scholar]
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