Abstract
Resistance to chemotherapy and molecularly targeted therapies is a major problem in current leukemia treatments. Here, we investigated cross-talk between the miR-221 network and P-glycoprotein (P-gp) in doxorubicin-induced drug resistance of leukemia cells. Multifunctional gold nanoparticles were designed and synthesized to co-deliver three anticancer agents, AS1411, doxorubicin and anti-221, for improving leukemia treatment efficacy. These nanoparticles significantly inhibited the proliferation and clonogenic potential, and induced apoptosis of drug-resistant leukemia cells. The decreased growth of drug-resistant cells induced by these nanoparticles was associated with marked downregulation of miR-221 and DNMT1, leading to restored p27kip1 and p15ink4b tumor suppressor expression, as well as miR-221-mediated reduction of P-gp expression. Finally, primary blasts derived from leukemia patients experiencing chemoresistant relapse that were exposed to these nanoparticles were sensitized to doxorubicin, as evidenced by suppression of leukemic cell growth and a significant reduction of the doxorubicin IC50 value. Our findings provide proof of concept that this novel drug delivery system can precisely reverse the multidrug resistant leukemia phenotype based on preclinical models of leukemia, providing the framework for future clinical trials aimed at overcoming drug resistance and improving patient outcome.
Introduction
Leukemia is a heterogeneous form of cancer characterized by the abnormal growth of leukocytes due to genetic aberrations and mutations. Chemotherapeutic agents such as doxorubicin are frequently used as the first-line therapy for patients with leukemia, but the effectiveness of these agents is limited by drug resistance1. Although the precise mechanisms underlying the drug-resistant phenotype remain elusive, accumulating evidence suggests that the acquisition of drug resistance involves a complex and multifactorial process, including increased drug efflux2, mutations of the drug target3, activation of alternative signaling pathways4, and epigenetic mechanisms5,6. The development of multidrug resistance (MDR) is a major obstacle to improving treatment outcomes and extending overall survival in leukemia7. A key mechanism associated with MDR is the chemotherapeutic agent- induced overexpression of P-glycoprotein (P-gp), a plasma membrane drug efflux pump that possesses high anticancer agent transport efficiency, leading to a reduction in complete remission rates during cancer therapy. Therefore, inhibition of P-gp expression or its drug efflux function has been an important strategy to overcome MDR8,9.
Drug delivery strategies based on nanotechnology can significantly improve target specificity and drug stability for overcoming MDR, especially in solid tumors, because the nanoparticles easily and passively accumulate due to the enhanced permeability and retention (EPR) effect10. Ye et al. reported a new therapeutic strategy using a cascade amplification drug release system to overcome MDR in solid tumors11. The Chen group described a glutathione-responsive polymer prodrug of SO2 acting as a stimuli-responsive nanocarrier to co-deliver DOX, which can efficiently inhibit the proliferation of MCF-7ADR cells12. Zhang et al. assembled a three-way junction nanoparticle to target HER2-overexpressing human breast cancer via a new drug resistant mechanism for overcoming tamoxifen resistance13. Nevertheless, it is still a challenge to develop nanotherapies for leukemia because it is difficult for nanocarriers to accumulate passively by the EPR effect and target leukemia cells14,15. Thus, development of novel nanoplatforms based on active-targeting strategies which rely on a better understanding of the molecular pathogenesis and drug response mechanisms, is especially important in leukemia. Liu et al. reported that a transferrin-conjugated nanoparticle system efficiently delivered synthesized miR-29b mimics to AML blasts and improved the antileukemic activity of decitabine by priming AML cells through downregulation of DNMTs, CDK6, SP1, KIT, and FLT3 genes, which are frequently overexpressed or mutated in AML16. We previously described a high-density lipoprotein-coated AuNP therapeutic system for acute myeloid leukemia to deliver a small molecule that selectively inhibits AML-promoting factor fatty acid-binding protein 417,18.
MicroRNAs (miRNAs) are small non-coding RNA molecules that act as regulators of their target genes by either degrading mRNA or inhibiting their translation. Targeting microRNA networks is a promising strategy to overcome drug resistance in human cancer19,20. Among the miRNAs involved in the development of drug resistance, miR-221 plays a key role, since inhibition of miR-221 has been shown to counteract resistance to anticancer agents in a variety of cancers21,22. Although miRNA or their inhibitors showed promising results in phase I or II clinical trials, the efficient delivery of miRNAs to their target tissues is a major problem for translating miRNA therapies to the clinic. Recently, we showed that inhibition of oncogenic miR-221 with a nuclear-targeted gold nanoparticle induced significant anti-leukemogenetic activity in AML by targeting epigenetic pathways involved in the regulation of cell proliferation and survival, and these nanoparticles proved to be safe and effective for systemic delivery in mice23.
Herein, we describe a multi-target drug delivery system that can specifically target multidrug-resistant leukemia cells based on mechanistic crosslink between the miR-221 network and P-gp. As shown in Fig. 1, 40 nm gold nanoparticles were functionalized via thiol modifications at the 5′ end of the nucleotides of anti-221, the miR-221 inhibitor, and the AS1411 aptamer, a guanine-rich oligonucleotide that can form a stable G-quadruplex structure to specifically target nucleolin, which is overexpressed on the leukemia cell surface. Multi-functional nanoparticles were loaded with DOX via noncovalent intercalation between DOX and consecutive CG base pairs designed within the extended region at the 3′ end of AS1411. In addition, since high folate (FA) receptor expression has been reported in leukemia cells24,25, we functionalized the nanoparticles with FA-conjugated PEG to achieve an efficient, targeted and biocompatible delivery. Gold nanoparticles can easily enter mammalian cells via the endocytosis pathway26. In addition, some publications have demonstrated that the AS1411 aptamer can also improve the cellular uptake of nanoparticles27,28. AS1411 and anti-221 are released in leukemia cells because the gold-thiolate bonds (Au-S) between AS1411/anti-221 and AuNPs are broken by place-exchange reactions under the reductive cytosolic conditions found in cancer cells29,30. Thus, by specific recognition of AS1411 and FA, the nanocarriers enter the target resistant leukemia cells, whereas nonspecific uptake by normal cells is minimized due to the absence of cell membrane receptors and intracellular targets. Subsequently, anti-221 and AS1411 synergistically suppress endogenous miR-221 and NCL function in the NCL/miR-221 pathway, which contributes to leukemogenesis. DOX is released from AuNP-AS1411 and interacts with DNA for inhibition of macromolecular biosynthesis, synergistically blocking cell proliferation and inducing cellular apoptosis together with anti-221 and AS1411. More importantly, P-gp downregulation by anti-221 makes the drug-resistant cells more sensitive, leading to enhanced chemotherapeutic efficacy. Therefore, maximum therapeutic efficacy with minimum side effects are achieved with multifunctional nanoparticles, offering preclinical proof of concept for this novel targeted drug delivery carrier system for cancer therapy.
Results and Discussion
Mechanistic cross-talk between the miR-221 network and P-gp promotes leukemic cell resistance to doxorubicin
Resistance of leukemia cells to anticancer agents is a major cause of chemotherapeutic failure, indicating the need for new treatment options based on new mechanistic findings. To dissect the underlying molecular rules, we developed a model of leukemia resistance to DOX by treating K562 cells with increasing doses of DOX for > 2 months to select DOX-resistant cells (K562DR). The final concentration was 10 µM, which exerts sufficiently inhibitory activity and is within the range of clinically attainable levels. To characterize drug resistant phenotypes, we measured cell variability, colony forming ability and apoptosis using the CCK-8 assay (Fig. S1A), colony assay (Fig. S1B,C) and Annexin V-FITC/PI (Fig. S1D). Compared with parental cells (K562), K562DR cells were significantly more resistant to DOX treatment. MiR-221 plays an important role in the modulation of the response to anti-cancer agents through the regulation of key oncogenic factors such as TP53, PTEN and p27kip131,32. Our previous findings demonstrated that the miR-221-mediated epigenetic network contributes to AML cell growth23. MiR-221 also plays a key role in the development of drug resistance through the inhibition of caspase-3 mediated apoptosis22. Based on these findings, we hypothesized that miR-221 could play a mechanistic role in multidrug-resistant leukemia cells. As shown in Fig. 2A, miR-221 levels in K562DR cells were significantly higher than in K562 cells. Our previous studies showed that miR-221 overexpression could potentially act in parallel with the NCL/DNMT1 axis to promote leukemic cell growth. To investigate whether the NCL/miR-221/DNMT1 pathway was involved in the multidrug-resistant phenotype of leukemic cells, we performed qPCR and Western blot assays to measure NCL and DNMT1 RNA or protein levels in K562DR cells. Indeed, we found that NCL and DNMT1 were overexpressed in K562DR cells (Fig. 2B), resulting in inactivity of the downstream tumor suppressors p27kip1 and p15ink4b (Fig. 2C). Western blot assays confirmed these results at the protein level (Fig. 2D). Overexpression of P-glycoprotein (P-gp), a drug efflux pump at the plasma membrane, is the most frequently observed molecular cause of multidrug resistance33. As shown in Fig. 2E,F, we observed high expression levels of p-GP in K562DR compared with parental cells. We didn’t see any significant differences in DOX-treated K562 cells (10 µM, 24 h) in terms of miR-221, NCL, DNMT1, p15ink4b or p27kip1 expression levels, suggesting no direct effect of DOX treatment on the expression of the analyzed target molecules. P-gp can be regulated by a variety of miRNAs34,35, but considering the overexpression of miR-221 in K562DR cells, we predicted there could be some specific interactions between miR-221 and P-gp. We hypothesized that miR-221 could regulate P-gp expression during the development of multidrug resistance in leukemia. To investigate the regulatory interactions between miR-221 and P-gp, we employed a “gain and loss of function” strategy to specifically manipulate miR-221 expression in K562DR or K562 parental cells. Western blot and immunofluorescence assays revealed that anti-miR-triggered miR-221 depletion resulted in downregulation of P-gp, whereas miR-221 overexpression resulted in the upregulation of P-gp (Fig. 2G,H). To examine whether overexpressed miR-221 in leukemia patients was associated with P-gp, GEO data (GSE68466 and GSE68467) of miR-221 and P-gp mRNA expression were analyzed by Spearman correlation analysis. We found that miR-221 and P-gp showed a significant positive correlation (Fig. 2I) in patients with leukemia. Moreover, miR-221 overexpression in K562 parental cells made the cells more resistant to DOX, resulting in notably higher IC50 values (scrambled, IC50 = 0.83 µM; miR-221, IC50 = 12.3 µM). In contrast, miR-221 downmodulation rendered resistant cells more sensitive to DOX, as evidenced by the decreased cell proliferation rates and lower IC50 values (scrambled, IC50 > 20 µM; anti-221, IC50 = 1.23 µM, Fig. 2J). Taken together, these findings support the notion that regulatory and functional interactions occur between the miR-221 network and P-gp in multidrug-resistant leukemia cells: DOX-induced miR-221 overexpression, occurring upon activation of DNMT1 as well as P-gp, leads to p27kip1 and p15ink4b downregulation, which contributes to leukemic cell growth, apoptosis inhibition and drug resistance (Fig. 2K).
Preparation of gold nanoparticles to deliver AS1411, DOX, and anti-221
Given that the miR-221 network was associated with P-gp activation in DOX-resistant leukemia cells, it seemed logical to design a multiple-drug delivery system. We designed a multiple target co-delivery system consisting of anti-221, AS1411 and DOX (NPsFA-AS1411/DOX/a221). It has been reported that aptamers with GC sequences can be used as DOX carriers by noncovalent intercalation36,37. Here, consecutive CG base pairs were designed within the extended region at the 3′ end of AS1411 to ensure high drug-loading capacity. AS1411 is a 26-mer G-rich DNA oligonucleotide that forms G-quadruplex-containing structures and binds specifically to the external domain of NCL. AS1411 is the first DNA aptamer to reach phase I and II clinical trials for the potential treatment of cancer, including leukemia38,39. The interactions between AS1411 and DOX were demonstrated by measuring the fluorescence spectra of DOX. With increasing AS1411 concentrations, the intensity of DOX gradually decreased, as more DOX became incorporated in the GC framework (Fig. S2). To enhance the AS1411, anti-221 and DOX loading capacity, we used gold nanoparticles with a size of about 40 nm (Fig. 3A). The process of synthesis of this multifunctional gold nanoparticle was characterized by changes in the ultraviolet spectra, zeta potential and size distribution. As shown in Fig. 3B–D, significant changes can be seen directly, demonstrating successful functionalization of the gold nanoparticles. The AS1411, anti-221 and DOX amounts on the surface of the gold nanoparticles were calculated by the standard curve method, and details are shown in Fig. S3. The stability of NPsFA-AS1411/DOX/a221 was demonstrated by analyzing changes in the absorption spectra after incubating in PBS and serum buffer for 3 h, and observing no apparent peak movement (Fig. S4). These results suggest that the nanoparticles are stable before entering cells. Furthermore, the FA modification on the surface of the nanoparticles allows their enhanced recognition by tumor cells, and the fluorescence signal was mostly seen in K562DR cells treated with NPsFA-AS1411/DOX/a221 (Fig. 3E). K562DR cells treated with NPsFA-AS1411/DOX/a221 displayed a stronger signal than cells treated with free DOX, indicating successful drug delivery by NPsFA-AS1411/DOX/a221, high intracellular DOX release and accumulation, and effective reduction of cytotoxicity associated with combined AS1411 and anti-221 delivery for overcoming DOX resistance (Fig. 3F).
NPsFA-AS1411/DOX/a221 blocks proliferation, colony formation, and induces apoptosis of K562DR cells
Based on the observed targeting specificity of NPsFA-AS1411/DOX/a221 towards K562DR cells, its properties were further evaluated. First, we treated K562DR cells with increasing concentrations of nanoparticles for 48 hours and measured cell proliferation with the CCK-8 assay. As demonstrated in Fig. 4A (left), NPsFA-AS1411/DOX/a221 induced a dose-dependent inhibition of cell growth (0–80 nM, final concentrations of oligonucleotides) when compared with NPsFA, NPsFA-a221, NPsFA-AS1411/a221 and NPsFA-AS1411/DOX. Interestingly, K562 parental cells were insensitive to the nanoparticles (Fig. 4A, middle), which is consistent with their lower target gene expression and suggests that the improved therapeutic effect of NPsFA-AS1411/DOX/a221 depends on the miR-221 network in drug-resistant cells. Notably, no obvious cytotoxicity was seen when LO2 cells (normal human cells, Fig. S5) and bone marrow cells isolated from normal mice (Fig. 4A, right) were treated with NPsFA, NPsFA-a221 or NPsFA-AS1411. DOX-loaded nanoparticles (NPsFA-AS1411/DOX and NPsFA-AS1411/DOX/a221) inhibited cell growth (K562 and normal bone marrow cells) at high concentrations due to the nonspecific cytotoxic effect of doxorubicin. To further examine the inhibitory effect of the nanoparticles, we performed colony formation and Annexin V-FITC/PI apoptosis assays using 50 nM (final concentration of oligonucleotides) of NPsFA, NPsFA-a221, NPsFA-AS1411/a221, NPsFA-AS1411/DOX and NPsFA-AS1411/DOX/a221. Paralleling the cell proliferation results, NPsFA-AS1411/DOX/a221 was the most potent inhibitor of K562DR cells, as indicated by reduced colony number and size (Fig. 4B–D) and the highest induction of apoptosis (Fig. 4E).
NPsFA-AS1411/DOX/a221 counteracts miR-221/p-GP-dependent multidrug resistance in leukemia
To explore whether the inhibition of K562DR cell growth by nanoparticles was driven by the miR-221/P-gp network, we measured miR-221, DNMT1, p27kip1 and p15ink4b RNA or protein levels in the various treatment groups. As shown in Fig. 5, we found that NPsFA-AS1411/DOX/a221 treatment synergistically suppressed miR-221 (Fig. 5A) and DNMT1 (both RNA and protein levels, Fig. 5B,C) expression, resulting in higher activity of their targets p27kip1 (both RNA and protein levels, Fig. 5A,C) and p15ink4b (RNA level, Fig. 5B). In particular, P-gp protein expression showed the strongest downregulation by NPsFA-AS1411/DOX/a221 when compared with other nanoparticles or free DOX (Fig. 5C). Collectively, these data suggest that the multifunctional gold nanoparticles synergistically block leukemia resistance to DOX through the miR-221 pathway, associated with P-gp suppression.
NPsFA-AS1411/DOX/a221 sensitizes primary blasts from leukemia patients experiencing chemoresistant relapse to doxorubicin
Finally, to test the effect of the nanoparticles on DOX resistant cells, we treated K562DR cells that had been incubated with DOX with the nanoparticles, as shown in Fig. 6A. The nanoparticles significantly sensitized K562DR cells to DOX (NPsFA, IC50 > 20 µM; NPsFA-a221, IC50 = 9.7 µM; NPsFA-A1411/a221, IC50 = 4.6 µM; NPsFA-A1411/DOX, IC50 = 1.35 µM; NPsFA-A1411/DOX/a221, IC50 = 0.56 µM). More importantly, to explore the possible clinical application of the nanoparticles as a MDR counteracting agent, primary blasts from leukemia patients experiencing chemoresistant relapse (n = 3) were treated with the nanoparticles for 72 hours. The patient information is shown in Table 1. Consistent with their ability to strongly disrupt K562DR cell growth, the NPsFA-AS1411/DOX/a221 nanoparticles markedly suppressed leukemia cell proliferation, showing the lowest IC50 values when compared with other nanoparticles (Fig. 6B–D). These promising results indicate that NPsFA-A1411/DOX/a221 nanoparticles can significantly sensitize drug-resistant leukemia cells to DOX, as determined using both cell lines and primary cells, suggesting they could potentially be translated from the laboratory to the clinic.
Table 1.
Characteristic | Patient 1 | Patient 2 | Patient 3 |
---|---|---|---|
Age | 55 | 44 | 22 |
Sex | Male | Female | Female |
WBC (×109/L) | 26.1 | 13.9 | 51 |
BM blasts (%)a | 44.9 | 29.3 | 55.6 |
c-KIT mutation | No | No | No |
FLT3 mutation | No | No | No |
NPM1 mutation | No | No | No |
FAB subtypes | M2 | M2 | M2 |
Relapse | Yes | Yes | Yes |
Chemotherapy | Yes | Yes | Yes |
In conclusion, we developed a novel multifunctional nanoparticle system to efficiently deliver AS1411, anti-221 and DOX to multidrug-resistant leukemia cells. Treatment with these nanoparticles increased DOX accumulation in resistant cells, downregulated the miR-221 network and its targets as well as P-gp, and showed antileukemic activity in both cell lines and primary leukemic cells. Our nanoparticle delivery approach is a promising new antileukemic strategy with clinical translation potential for overcoming multidrug-resistance.
Methods
Synthesis of gold nanoparticles
The citrate-stabilized gold nanoparticles (NPs) were synthesized according to a modified Turkevich method40. Briefly, 100 mL of 0.1% HAuCl4 solution was heated until it boiled and was reduced by adding 1 mL of 1.0% trisodium citrate. The mixture was then left heating until its color turned wine red, followed by cooling under a stream of water. The NPs were centrifuged at 8000 g for 10 min and resuspended in deionized water. They were characterized by means of UV-Vis spectroscopy, TEM and DLS (MALVERN Zetasizer Nano ZS).
Preparation of FA-PEG-AuNPs
1 mM NH2-PEG-SH (MW = 2000) was added to a 10 nM solution of NPs with 1% of SDS and incubated for 24 h at room temperature. After removing excess NH2-PEG-SH by centrifugation at 6000 rpm for 10 min, the purified NH2-PEG-NPs were resuspended in deionized water. To prepare the FA-PEG-NPs, 1 mM of EDC and NHS were mixed and incubated for 30 min, then 1 mM of folic acid was added and the mixture shaken for an additional 30 min. After incubation with NH2-PEG-NPs for 12 h, excess folic acid, EDC and NHS were removed by two centrifugations (5000 rpm, 15 min) to obtain the purified FA-PEG-NPs.
Preparation of DOX loaded NPsFA-AS1411/DOX/a221
15 mM of tris(2-carboxyethyl)phosphine (TCEP) was mixed with 50 μM of thiol-modified AS1411 and anti221. After 30 min, the mixture was added to the FA-PEG-NPs solution at a ratio of 200:1 (mol/mol). 2 M NaCl buffer (0.01% SDS, 10 mM PBS) was added every 4 h with brief sonication for a total of 24 h. Excess AS1411 and anti221 was removed by centrifugation at 4500 rpm for 20 min to obtain the NPsFA-AS1411/a221.
For DOX loading, 1 mg/mL of free DOX was added to the NPsFA-AS1411/a221 solution, and the mixture was stirred for 12 h. The precipitate was separated by centrifugation and washed with deionized water several times until the supernatant became colorless. NPsFA-AS1411/DOX/a221 was collected and suspended in 10 mM PBS buffer. NPsFA-AS1411/DOX/a221 was characterized by UV-vis spectroscopy (Shimadzu UV-1800) and DLS.
The standard curve method was used to determine the AS1411, anti221 and DOX loading capacities per NPs23. The fluorescence intensity at different concentrations of FITC- and Cy3- labeled AS1411 or anti-221 and DOX was measured using a Shimadzu RF-5301PC fluorescence spectrophotometer.
Cell culture and transfection
K562 (parental cells), drug-resistant K562 (K562DR) and LO2 cells were maintained in RPMI1640 cell medium containing 10% fetal bovine serum (FBS) (Life Technology) at 37 °C under a 5% CO2 atmosphere. Cells (1 × 106) were seeded onto 6-well plates overnight before transfection. 100 nM of siRNA oligos and scrambled controls were introduced into cells using Lipofectamine™ RNAiMAX (Life Technologies).
Specific targeting of K562DR cells
Specific targeting of K562DR cells was determined by fluorescence and dark-field imaging. NPsFA-AS1411/DOX/a221 was added to 562DR cells followed by incubation for 6 h at 37 °C. The cells were collected by centrifugation at 1000 rpm for 10 min, washed with PBS and placed on a slide. The cells were fixed with 4% formaldehyde for 10 min and stained with Hoechst 33342 for another 10 min. The cells were washed three times before images were taken. The control groups were subjected to the same process.
Drug released from NPsFA-AS1411/DOX/a221 in cancer cells
NPsFA-AS1411/DOX/a221 and free DOX (the DOX concentration being equal) were added to K562DR cells followed by incubation for 4 h, 8 h and 12 h. Cells were then washed with PBS and stained with Hoechst 33342 to highlight the cell nuclei. Fluorescence imaging was performed using an Olympus confocal microscope.
Colony-forming, cell proliferation and apoptosis assays
Colony-forming assays were performed in MethoCult® mixture (Stem Cell Technologies). Apoptosis was measured using the Annexin V-FITC/PI method. Cell proliferation was measured using the Cell Counting Kit-8 (CCK8, Dojindo Molecular Technologies), following the manufacturer’s instructions. Microplates were incubated at 37 °C for 24 hours. Absorbance was measured at 450 nm using a microplate reader. Reported IC50 values represent the mean of three independent experiments performed in quadruplicate.
Western blotting
Western blotting was performed as previously described41. Briefly, whole cellular lysates were prepared by harvesting the cells in cell lysis buffer. The antibodies used were purchased from Santa Cruz Biotechnology (anti-DNMT1, anti-P-gp), Cell Signaling Technology (anti-p27kip1), Abcam (anti-nucleolin) and Sigma Aldrich (anti-β-actin).
Quantitative PCR (qPCR)
RNA preparation and qPCR were performed as previously described42. Briefly, total RNA was isolated using the miRNAeasy kit (Qiagen) and cDNA synthesis was performed using High Capacity cDNA Reverse Transcription Kits (Applied Biosystems). qPCR was performed using the SYBR-Green master mix (Applied Biosystems). The levels of 18S were used for normalization and the results were analyzed using the ΔCT approach. The primer sequences are listed in Table 2.
Table 2.
Name | Primer sequence (5′ to 3′) | |
---|---|---|
AS1411 | SH- | HS-TTTTTTTTTTCGTCGTCGTCGTCGTCGTCGTCGT |
Anti-221 | transfection | GAAACCCAGCAGACAATGTAGCT |
SH- | SH-TTTTTTTTTTTGAAACCCAGCAGACAATGTAGCT | |
CRO26 | transfection | CCTCCTCCTCCTTCTCCTCCTCCTCC |
SH- | SH-TTTTTTTTTTTCCTCCTCCTCCTTCTCCTCCTCCTCC | |
p15 INK4B (human) | forward | CCAGATGAGGACAATGAG |
reverse | AGCAAGACAACCATAATCA | |
P27kip1 (human) | forward | GAAGCAAGGAAGATATACAT |
reverse | CACAGGTAGTACAATGAAG | |
NCL | forward | AAGGCACAGAACCGACTA |
reverse | GACATCCACAACAGCAAGA | |
DNMT1(human) | forward | AGATGACGATGAGGAAGT |
reverse | ATGCGATTCTTGTTCTGT | |
18S (human) | forward | ACAGGATTGACAGATTGA |
reverse | TATCGGAATTAACCAGACA |
Leukemia patient samples
Gene Expression Omnibus (GEO) datasets (GSE68466 and GSE6846743) were analyzed for the mRNA expression of miR-221 and P-gp, which was assessed by gene expression arrays (109 leukemia patients). The detailed clinical characteristics of the patients can be consulted in the original reports. Data were normalized, managed and analyzed by means of Spearman correlation coefficients using GraphPad Prism 6 software.
Bone marrow evaluation for the diagnosis of AML was performed according to the criteria of the World Health Organization. The peripheral blood from AML patients (n = 3) was obtained from the Tumor Tissue/Biospecimen Bank of the First Hospital of Jilin University and mononuclear cells were purified using Ficoll-PaqueTM PLUS (GE Healthcare). The primary cells were handled and cultured as previously described44. The human study was approved by the Institutional Review Board of the First Hospital of Jilin University. All patients signed an informed consent document approved by the Institutional Review Board before entering the study. The patients’ information is presented in Table 1.
Statistical analysis
Quantified target changes were analyzed using the Student’s t-test. Correlations were determined by means of Pearson correlation coefficients. Differences were considered statistically significant at P < 0.05. All p-values were calculated by using the unpaired, two-tailed Student’s t-test.
Supplementary information
Acknowledgements
This work was supported by the National Natural Science Foundation of China (NSFC; projects 81870117, 81802805), the Jilin Province Science and Technology Development Plan (20190201252JC), the Startup Fund from Jilin University, China (451170102027, 451170102020, 1G317L321461), and the 8th Young Fund of the First Hospital of Jilin University (JDYY82017007).
Author Contributions
F.Y. designed the project; R.D., H.Y., W.B., Z.Y., Y.Y., Y.C., Y.D. and M.S. performed the experiments; R.D., K.M. and F.Y. analyzed data and wrote the paper; B.J. provided the patient samples; F.Y. conceived ideas and supervised the entire research project. All authors discussed the results and commented on the manuscript.
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.
Contributor Information
Kamel Meguellati, Email: kameljilin@yahoo.fr.
Fei Yan, Email: feiyan@jlu.edu.cn.
Supplementary information
Supplementary information accompanies this paper at 10.1038/s41598-019-41866-y.
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