Abstract
Anthracycline-based chemotherapy resistance represents a major challenge in diffuse large B-cell lymphoma (DLBCL). MiRNA and gene expression profiles (nā=ā47) were determined to uncover potential chemoresistance mechanisms and therapeutic approaches. An independent correlation between high expression of miRNA-363-3p and chemoresistance was observed and validated in a larger cohort (nā=ā106). MiRNA-363-3p was shown to reduce doxorubicin-induced apoptosis and tumor shrinkage in in vitro and in vivo experiments by ectopic expression and CRISPR/Cas9-mediated knockout in DLBCL cell lines. DNA methylation was found to participate in transcriptional regulation of miRNA-363-3p. Further investigation revealed that dual specificity phosphatase 10 (DUSP10) is a target of miRNA-363-3p and its suppression promotes the phosphorylation of c-Jun N-terminal kinase (JNK). The miRNA-363-3p/DUSP10/JNK axis was predominantly associated with negative regulation of homologous recombination (HR) and DNA repair pathways. Ectopic expression of miRNA-363-3p more effectively repaired doxorubicin-induced double-strand break (DSB) while enhancing non-homologous end joining repair and reducing HR repair. Targeting JNK and poly (ADP-ribose) polymerase 1 significantly inhibited doxorubicin-induced DSB repair, increased doxorubicin-induced cell apoptosis and tumor shrinkage, and improved the survival of tumor-bearing mice. In conclusion, the miRNA-363-3p/DUSP10/JNK axis is a novel chemoresistance mechanism in DLBCL that may be reversed by targeted therapy.
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Introduction
Diffuse large B-cell lymphoma (DLBCL) is the most common lymphoma with high heterogeneity in genetic abnormalities that lead to remarkable variations in clinical manifestation, therapy response, and outcome [1, 2]. Anthracycline-based chemotherapy (i.e., cyclophosphamide, vincristine, doxorubicin, and prednisone (CHOP)) is the mainstay for the treatment of DLBCL with long-term survival or cure in half of patients [3]. The addition of rituximab (R), a chimeric anti-CD20 monoclonal antibody, to CHOP (R-CHOP) chemotherapy further increases long-term survival by about 20% [4, 5]. Nevertheless, it unmet the clinical need of refractory and relapsed patients [6]. This study explored the resistance mechanisms and solutions of anthracycline-based chemotherapy resistance; resistance was defined as failure to achieve complete remission or relapse within six months after the end of treatment.
MicroRNAs (miRNAs) are endogenous, small, and non-coding RNA molecules (~22 nucleotides) that can repress the expression of a set of genes via binding to partially complementary sites in the 3ā²-untranslated region (UTR) of target transcripts. MiRNAs have been recognized to effectively distinguish different B-cell lymphomas, and to participate in the development, progression, and clinical response of the disease [7,8,9,10,11]. The miRNA-17-92 cluster is a paradigm, which is located on chromosome 13 and highly expressed in DLBCL with 13q31-q32 amplification [8, 12]. The cooperation of the miRNA-17-92 cluster with MYC can accelerate the genesis of B-cell lymphoma [8, 13]. Notably, the miRNA-106a-363 cluster, another member of miRNA-17-92 family located on chromosome X, has also been reported to exert a potential oncogenic role [14, 15]. It generates 6 mature miRNAs (miRNA-106a, miRNA-18b, miRNA-19b-2, miRNA-20b, miRNA-92a-2, and miRNA-363-3p), and is speculated to have unique and overlapping functions with the miRNA-17-92 cluster [16]. Our previous study revealed a significant association of miRNA-363-3p with R-CHOP therapy failure in DLBCL [17]. Further studies showed that miRNA-363-3p-mediated suppression of its target gene calcium channel alpha1 C (CACNA1C) plays an important role in rituximab resistance, by reducing rituximab-mediated calcium influx and DLBCL cell apoptosis [18]. Herein, we extended our study of miRNA-363-3p and found that it contributed to the resistance of DLBCL to anthracycline-based chemotherapy. A relevant resistance mechanism involving miRNA-363-3p/dual-specificity phosphatase 10 (DUSP10)/c-Jun N-terminal kinase (JNK)-mediated DNA damage repair was identified. This resistance mechanism was independent of cell-of-origin (COO) and previously known aberrations in MYC, BCL2, and TP53 [19,20,21,22,23,24]. Moreover, miRNA-363-3p was found to be transcriptionally modulated by DNA methylation. Therefore, we propose the development of novel approaches to overcome the chemoresistance by reducing miRNA-363-3p expression or inhibiting JNK and poly (ADP-ribose) polymerase 1 (PARP1) activity.
Materials and methods
Patient samples and cell culture
Cryopreserved tissues from 47 DLBCL cases were profiled for gene expression and miRNA expression [17]. In addition, 106 patients with adequate formalin-fixed and paraffin-embedded samples were enrolled and their clinicopathological and molecular features are described in Supplementary Table 1. All of patients received rituximab plus anthracycline-based chemotherapy. The diagnosis of DLBCL was confirmed by at least two pathologists according to the World Health Organization classification [25]. Written informed consent was obtained from all patients, and this study was reviewed and approved by the Ethics Committee of Affiliated Cancer Hospital of Zhengzhou University & Henan Cancer Hospital (License number 2019341), and was conducted in accordance with the Declaration of Helsinki.
Human DLBCL cell lines OCI-Ly8, OCI-Ly3, OCI-Ly7, DOHH2, Val, and Ros50 were cultured in IMDM (Gibco). They have been authenticated and regularly monitored for mycoplasma contamination. Single-cell suspensions of tumor samples from three DLBCL patients were prepared according to the reference protocol [26]. Normal primary B cells were isolated from fresh tonsils of male patients as described in previous studies [17]. Briefly, B-cell subsets were isolated by CD19 MicroBeads (Invitrogen), and naive (IgD+ CD38lo CD27ā), centroblast (CD77+ CD38hi), and centrocyte (CD77ā CD38hi) B cells were obtained using fluorescence-activated cell sorting.
MiRNA and gene expression profiling (GEP)
Related methods have been described in previous studies [17, 23, 27]. Briefly, total RNA for miRNA expression was extracted using miRNeasy Mini kit (Qiagen). Reverse-transcription was performed using Megaplex RT Primer (Life Technologies), and miRNA expression was quantitated using TaqMan human microRNA array V2.0 (Applied Biosystems). Total RNA for GEP was extracted using Allprep DNA/RNA extraction kit (Qiagen) and analyzed using GeneChip Human Genome U133 Plus 2.0 Array (Affymetrix).
Quantitative real-time (RT) PCR
Total RNA was isolated using miRNeasy Mini kit (Qiagen) or MagMAX FFPE DNA/RNA Ultra kit (Applied Biosystems) and reversely transcribed by miScript II RT kit (Qiagen). RT PCR was performed using miScript SYBR Green PCR kit (Qiagen) with specific primers (Supplementary Table 2).
Immunohistochemistry
Immunohistochemical staining was performed to detect the expression of CD10 (Abcam; 1:500), BCL6 (Abcam; 1:250), MUM1 (Abcam; 1:250), TP53 (Abcam; 1:500), MYC (Santa Cruz; 1:200), BCL2 (Abcam; 1:500), and DUSP10 (Abcam; 1:500) in the DLBCL cohort (nā=ā106). This method has been described in our previous study [28], and primary and secondary antibodies used are listed in Supplementary Table 3.
Plasmids and cell transduction
The DNA sequence containing miRNA-363-3p (human GRCh38/hg38 version, ChrX:134,169,177-134,169,688; 512ābp) was cloned from the human genome and inserted into the lentiviral vector FUA-EGFP from pCDH-EF1-MCS (System Bioscience) by digesting BamHI/EcoRI under the control of the Ubc promoter (Supplementary Fig. 1A). Lentiviruses were packaged in 293āT cells with pSPAX2 and pMD2G using Lipofectamine 2000 (Invitrogen) and collected by ultracentrifugation. Puromycin (2āĀµg/ml) was used to select infected cells. The pSpCas9 (BB)ā2A-GFP (PX458) was obtained from Addgene and inserted into the multiple clone site to generate PX458M. Four individual sgRNAs were designed near the 5ā² and 3ā² ends of the palindrome arm. The PX458M containing two sgRNAs was transduced into cells using the Lonza Nucleofector system (Supplementary Fig. 1B). EGFP-positive cells were sorted by flow cytometry and then diluted into 96-well plates. Single clones were validated by PCR and further used for sequencing.
Validation of promoter
The promoter sequence of candidate miRNA-363-3p (ChrX:134,171,605-134,172,956; 1,352ābp) was amplified from the human genome using specific primers (Supplementary Table 2) and cloned into the pGL3-Enhancer vector (Promega) by restriction digestion using KpnI/BglII. Insert orientation was verified by sequencing with RVprimer3 primers. The pGL3-Enhancer vector lacking a promoter sequence (Promega) and the pGL3-Control vector containing SV40 promoter (Promega) were constructed as negative and positive controls, respectively (Supplementary Fig. 2AāC). They were cotransfected with renilla luciferase vector into 293āT cells by Lipofectamine 2000 (Invitrogen). Luciferase assays were performed using the Dual Luciferase Reporter Assay System (Promega).
Chromatin immunoprecipitation
Intracellular protein-DNA complexes were cross-linked in situ with 1% formaldehyde. Total lysates were sonicated by Bioruptor Pico at 45ās on/off for 15āmin and subjected to chromatin-conjugated immunoprecipitation using an antibody specific for human MYC (Santa Cruz; 200 Ī¼g/ml) (Supplementary Table 3). After reversal of cross-links, the precipitated DNA was purified and analyzed for miRNA-363-3p by quantitative PCRwith specific primers (Supplementary Table 2).
Bisulfite sequencing PCR
Genomic DNA was extracted using the procedure described previously [29]. One microgram of DNA solution was treated with the EZ DNA Methylation-Gold kit (Zymo Research) according to the manufacturerās instruction. Two sets of miRNA-363-3p primers were designed to amply target regions using touch-down PCR (Supplementary Table 2). The amplified product (330ābp) was purified and cloned into the PMD19-T vector (Takara). Five clones were sequenced with M13 primers to analyze CpG islands (ChrX: 134,172,059 ā 134,172,163; 105ābp).
Validation of miRNA gene targets
The sequence of mature human miRNA-363-3p (Accession no: MI0000764) was retrieved from the miRNA database (http://www.mirbase.org). Target transcripts for miRNA-363-3p were predicted using the TargetScan 7.0 Human database and collected using default setting [30,31,32]. The validation was performed by cotransfecting pmirGLO Dual-Luciferase miRNA target expression vector (pmirGLO) (Promega) containing wild-type or mutant 3ā²UTR (annealed synthetic oligonucleotides) (Supplementary Table 2) with miRNA-363-3p mimic (5ā²-AAUUGCAGGUAUCCAUCUGUA-3ā²; 20ānM) into 293āT cells using Lipofectamine 2000 (Invitrogen). Luciferase activity was analyzed in triplicate per group.
Western blot
Total protein was extracted by lysing cells in NP40 buffer containing 1Ć protease inhibitor cocktail (Roche) and phosphatase inhibitor cocktail 2 (Sigma). Nuclear fractions were prepared using hypotonic buffer according to a previously described protocol [33]. Immunoblotting was carried out with a standard protocol with primary antibodies including histone H3 (Abcam; 1:2,000), DUSP10 (Abcam; 1:1,000), Ī³H2AX (Ser139; Abcam; 1:2,000), JNK (CST; 1:1,000), phospho-JNK (CST; 1:1,000), p38 (CST; 1:1,000), phospho-p38 (CST; 1:1,000), p53 (Abcam; 1:1,000), phospho-p53 (Abcam; 1:1,000), Bcl2 (Abcam; 1:2,000), ATF2 (Santa Cruz; 1:1,000), phospho-ATF2 (Santa Cruz; 1:1,000), and MYC (Santa Cruz; 1:1,000) (Supplementary Table 3). The protein bands were visualized using the enhanced chemiluminescence system (Millipore) and imaged with the Odyssey Infrared Imaging System (Li-Cor Biosciences).
Immunofluorescence
After drug treatment, cells were fixed in 4% paraformaldehyde and then permeabilized by 0.1% Triton X-100 for 15āmin. Immunofluorescence was performed with anti-human Ī³H2AX (Ser139) primary antibody (CST; 1:400) and then with Alexa Fluor 488-conjugated secondary antibody (Invitrogen; 1:500) (Supplementary Table 3). Hoechst 33342 was used for nuclear staining (blue). Fluorescence images were collected using a ZEISS LSM 780 confocal microscope (Zeiss).
Cell apoptosis
Cell apoptosis was analyzed using PE Annexin V Apoptosis Detection Kit I (BD Bioscience) according to the manufacturerās instruction. Fluorescent signals were collected on a BD FACSCalibur (BD Bioscience) and data were analyzed with FlowJo v.10 Software. Drug synergy was determined by the combination index (CIā=ā(D) 1/(DX) 1ā+ā(D) 2/(DX) 2) with the Chou-Talalay method using CompuSyn software [34]. CIā<ā1, =ā1, and >ā1 indicate synergistic, additive, and antagonistic effects, respectively.
HR, NHEJ, and a-NHEJ repair assay
HR, NHEJ, and a-NHEJ assays were performed in 293āT cells as described previously [35]. Briefly, 1 Ć 105 cells stably expressing Active/Repressed TLR (AR-TLR) or single-strand annealing TLR (SSA-TLR) reporter were seeded in a 24-well plate for 24āh prior to transfection. I-SceI nuclease expression plasmid was transiently co-transfected with miRNA-363-3p mimic (5ā²-AAUUGCAGGUAUCCAUCUGUA-3ā²; 20ānM) or antisense inhibitor (5ā²-UACAGAUGGAUACCGUGCAAUU-3ā²; 20ānM). The ratio of EGFP and mCherry fluorescence was measured by flow cytometry to determine the efficiency of HR to NHEJ and HR to a-NHEJ.
Xenograft mouse model
DLBCL cells were injected subcutaneously into one flank of six-week-old SCID mice (Charles River). When the tumor volume reached approximately 150 mm3, mice (nā=ā82) were randomized into control and experimental groups. Saline or doxorubicin (20āmg/kg) was administered intraperitoneally twice a week, SP600125 (Selleck; 25āmg/kg) injected intraperitoneally every other day, and BGB-290 (Biogene; 25āmg/kg) given orally once every two days. Animals were maintained and manipulated in accordance with the principles of laboratory animal care under the Institutional Animal Care and Use Committee-approved protocol. The study was reviewed and approved by the Ethics Committee on Animal Experiment of Henan University of Chinese Medicine (License DWLL20190501 and its amendments).
Statistical analysis
Continuous and categorical variables were compared using t-test and Ļ2- test, respectively. Multivariate analysis was performed using logistic regression method. Progression-free survival (PFS) was calculated from the date of initial diagnosis to the time of recurrence, death or the last follow-up. Overall survival (OS) was measured from the date of initial diagnosis to the death or the last follow-up. PFS and OS were estimated by the KaplanāMeier method and the log-rank test was used for comparison between groups. Statistical analysis was carried out using Statistical Package for the Social Sciences 21.0 software (SPSS). Statistical significance was defined as pā<ā0.05.
Results
High levels of miRNA-363-3p significantly correlate with anthracycline-based chemotherapy resistance
MiRNA expression profiling was performed on cryopreserved tumor samples from 47 DLBCL patients. The level of miRNA-363-3p was significantly increased in the resistant group (nā=ā18) (pā=ā0.003), and also higher than that in the naive (nā=ā3, pā<ā0.01), centroblast (nā=ā3, pā<ā0.05), and centrocyte (nā=ā3, pā<ā0.05) B cells (Fig. 1A). Multivariate analysis including GEP-based COO classification and clinical parameters of IPI score showed an independent association of miRNA-363-3p with resistance. We did not find significant differences regarding other paralogs of miRNA-363-3p, which exhibited obvious differences in the secondary structure of precursor miRNA moieties (Supplementary Fig. 3A). The result was further confirmed in another DLBCL cohort (nā=ā106) (Supplementary Fig. 3B). Furthermore, patients with high miRNA-363-3p level displayed unfavorable PFS (pā=ā0.009) (Fig. 1B).
High variance in miRNA-363-3p levels was also observed in B-cell lymphoma cell lines. The level of miRNA-363-3p was negatively related to doxorubicin (25āng/ml)-induced apoptosis in six DLBCL cell lines and three DLBCL patient tumor cells after 48āh of treatment (Fig. 1C). A significant decrease in doxorubicin-induced apoptosis was observed in miRNA-363-3p-ectopic OCI-Ly8 (pā=ā0.013), while a significant increase in apoptosis was detected in CRISPR/Cas9-mediated miRNA-363-3p-knockout OCI-Ly3 (pā=ā0.006) (Fig. 1D; Supplementary Figs. 3C, D, and 4). The relationship between miRNA-363-3p expression and doxorubicin resistance was confirmed by in vivo experiments. MiRNA-363-3p-knockout OCI-Ly3 was observed to have a low tumorigenesis efficiency (2/25, 8%) (Supplementary Fig. 5A) and therefore did not participate in the grouping. Indeed, cell viability assay showed that knockout of miRNA-363-3p significantly inhibited cell proliferation (Supplementary Fig. 5B). Tumor-bearing mice were divided into control and experimental groups (nā=ā6 each). Doxorubicin induced significant tumor shrinkage in mice bearing OCI-Ly8 vector compared with those bearing OCI-Ly3 vector (pā<ā0.01), and the efficacy of doxorubicin on OCI-Ly8 was significantly reduced by ectopic expression of miRNA-363-3p (Fig. 1E, F; Supplementary Fig. 5C, D).
MiRNA-363-3p is transcriptionally modulated by DNA methylation other than MYC
A 1.258ākb sequence around the CpG island was predicted to be a candidate miRNA-363-3p promoter (Supplementary Fig. 6A), and its function was validated by significantly enhancing firefly luciferase activity compared to the negative control (Fig. 2A). Bioinformatics analysis revealed four E-box elements for MYC binding in the CpG island (Supplementary Fig. 6B). The E-box-2 was determined as the precise binding sites for MYC by chromatin immunoprecipitation plus PCR assay (Supplementary Fig. 6C). Notably, the binding level of MYC was higher in OCI-Ly3 than in OCI-Ly8 (Fig. 2B). Locus-specific DNA methylation analysis by bisulfite sequencing PCR uncovered a lower CpG methylation surrounding the E-box-2 in OCI-Ly3 than in OCI-Ly8 (57% vs 85%, pā<ā0.05) (Fig. 2C). After 6 days of treatment with the DNA methyltransferase inhibitor decitabine (0.1āĪ¼M), the methylation in OCI-Ly8 cells was gradually reduced, and the level of miRNA-363-3p was significantly increased (Supplementary Fig. 6D). The effect of methylation on the expression of miRNA-363-3p was further validated by observing that resistant patients (nā=ā3) had lower methylation levels than sensitive patients (nā=ā3) and naive (nā=ā3), centroblast (nā=ā3), and centrocyte (nā=ā3) B cells (Fig. 2D). The female to male ratio was 2:1 in both resistant and sensitive patients, balancing the effect of sex on DNA methylation of chromosome X. Moreover, the ectopic expression of MYC did not significantly increase the level of miRNA-363-3p in OCI-Ly8 compared with OCI-Ly3 (Fig. 2E). In summary, these results confirmed that miRNA-363-3p is transcriptionally regulated by DNA methylation other than MYC.
MiRNA-363-3p directly inhibits DUSP10 expression and then enhances JNK phosphorylation
Unsupervised hierarchical clustering of GEP data from cryopreserved samples of 47 DLBCL patients divided the patients into two distinct subgroups (Supplementary Fig. 7A). All patients in one group (nā=ā16) were resistant, while most cases in the other group (29/31) were sensitive. A total of 78 upregulated (fold change > 2 and pā<ā0.01) and 135 downregulated genes (fold change < 0.5 and pā<ā0.01) were enriched to correlate with resistance. In addition, 278 potential target transcripts for miRNA-363-3p were predicted. When we overlapped downregulated genes with candidate target genes of miRNA-363-3p, DUSP10, FOXG1, and CACNA1C were identified (Supplementary Fig. 7B). To test the direct regulation of these genes by miRNA-363-3p, we cloned the 3ā²UTR of candidate genes with putative or mutant binding sites into a luciferase reporter plasmid. The result showed that the miRNA-363-3p mimic significantly repressed the luciferase activity of plasmids harboring the 3ā²UTR of DUSP10 and CACNA1C genes (data published [18]), but not the 3ā²UTR of FOXG1 gene (nā=ā3) (Fig. 3A). CACNA1C has been reported to affect rituximab resistance [18]. Here, we focused on the role of DUSP10 in chemoresistance. The prediction showed high total context ++ score (ā0.55) and aggregate PCT (0.95) for the miRNA-363-3p binding site within the 3ā²UTR of DUSP10 (Supplementary Fig. 7C). Western blot analysis confirmed that DUSP10 protein was decreased in miRNA-363-3p-ectopic OCI-Ly8 and increased in miRNA-363-3p-knockout OCI-ly3 (Fig. 3B). A negative correlation of DUSP10 expression with miRNA-363-3p (pā=ā0.032) and chemoresistance (pā=ā0.038) was validated in 106 DLBCL patients (Fig. 3C; Supplementary Fig. 7D). In another larger DLBCL cohort (nā=ā221) [36], patients with low DUSP10 gene expression also displayed unfavorable PFS (pā=ā0.0005) and OS (pā=ā0.0001) (Supplementary Fig. 7E). These data confirmed that DUSP10 is a target gene of miRNA-363-3p and contributes to miRNA-363-3p-related resistance in DLBCL. JNK and p38 are negatively modulated by DUSP10-mediated dephosphorylation involving mitogen-activated protein kinases (MAPK) signaling pathways [37]. We found that the levels of phosphorylated JNK, but not phosphorylated p38, were enhanced in miRNA-363-3p-ectopic OCI-Ly8 and decreased in miRNA-363-3p-knockout OCI-Ly3 (Fig. 3B). The phosphatase-dead DUSP10 (C408S) further verified the function of miRNA-363-3p/DUSP10/JNK axis in DLBCL cells (Fig. 3D).
MiRNA-363-3p-related chemoresistance is associated with enhanced doxorubicin-induced DNA double-strand break (DSB) repair
David pathway analysis of 78 resistance-related upregulated (fold change > 2 and pā<ā0.01) genes revealed the top 10 pathways; DNA damage repair pathways were predominantly enriched, including the negative regulation of HR (RECQL5, POLQ; pā=ā0.0056) and DNA repair (FAAP100, RECQL5, DDX11, TICRR, PSME4, POLQ, and SMC1A; pā=ā0.0118) (Fig. 4A; Supplementary Fig. 8A), which were further validated in miRNA-363-3p-ectopic OCI-Ly8 and miRNA-363-3p-knockout OCI-Ly3 cells (Supplementary Fig. 8B). Ī³H2AX is a known consensus biomarker for DSB. Doxorubicin-induced Ī³H2AX levels in miRNA-363-3p-ectopic OCI-Ly8 cells gradually reduced at 0, 2, 6, 12, and 24āh after doxorubicin (25āng/ml) treatment for 2āh, but not in OCI-Ly8 control cells. Conversely, miRNA-363-3p knockout resulted in increased doxorubicin-induced Ī³H2AX levels in OCI-Ly3 cells (Fig. 4B). Changes in Ī³H2AX levels were also observed by immunofluorescence assay (Supplementary Fig. 8C). However, we did not find the gene enrichment of TP53 and apoptosis-related pathways in these patients with high miRNA-363-3p expression. The change of miRNA-363-3p expression did not influence the levels of TP53 and BCL2 proteins. As expected, the levels of ATF2 and phosphorylated ATF2 were positively related to miRNA-363-3p expression (Fig. 4C), a consensus target of JNK.
DSB is mainly repaired by HR and NHEJ, occasionally by the error-prone alternative NHEJ. Using a reporter plasmid system, we verified that the miRNA-363-3p mimic significantly decreased HR activity, but increased NHEJ and alternative NHEJ activity in 293āT cells; the miRNA-363-3p inhibitor showed opposite effects (Fig. 4D). RAD51 is a core molecule for HR repair. Immunofluorescence assay found that doxorubicin-induced RAD51 foci were obviously decreased by ectopic expression of miRNA-363-3p, but increased by knockout of miRNA-363-3p (Fig. 4E). MiRNA-363-3p-induced HR suppression was eventually confirmed.
MiRNA-363-3p-related chemoresistance is reversed by inhibition of JNK and PARP1
PARP1 inhibitors have been shown to have notable efficacy in HR-deficient cancer cells. Thus, the pan-JNK inhibitor SP600125 (20āĀµM) and the PARP1 inhibitor BGB-290 (25āĀµM) were evaluated for their potential to overcome chemoresistance associated with miRNA-363-3p/DUSP10/JNK axis in DLBCL cells. The result showed that they obviously enhanced doxorubicin (25āng/ml)-induced Ī³H2AX level in high miRNA-363-3p-expressed OCI-Ly3 cells using Western blot and immunofluorescence assays (Fig. 5A and Supplementary Fig. 9A). Consistently, flow cytometry analysis revealed that SP600125 and BGB-290 significantly promoted doxorubicin-induced apoptosis (Supplementary Fig. 9B). Furthermore, an obvious synergy between doxorubicin and SP600125 or BGB-290 was observed in high miRNA-363-3p-expressed cell lines, but not in those with low expression (Fig. 5B). Their efficacy was further confirmed in xenograft mouse models bearing OCI-Ly3 cells. The addition of SP600125 or BGB-290 significantly increased doxorubicin-induced tumor regression and survival (Fig. 5C; Supplementary Fig. 9C). In sum, we demonstrated that miRNA-363-3p-related chemoresistance can be reversed by inhibiting JNK and PARP1 in DLBCL cells. The intrinsic mechanism is schemed in Fig. 5D.
Discussion
This study identified a unique association of miRNA-363-3p with chemoresistance in contrast to its paralogs from the miRNA-106a-363 cluster. A specific transcription regulation of miRNA-363-3p by DNA methylation other than MYC was confirmed, which was different from the miRNA-17-92 cluster and miRNA-18b, miRNA-20b, and miRNA-106a from the miRNA-106a-363 cluster that are upregulated by MYC [17]. The differential expression among miRNAs in the miRNA-106a-363 cluster has also been reported in another study [14]. It may be attributed to the distinct secondary structures of precursor miRNA moieties in the cluster [38, 39], indicating the complexity of miRNA cluster regulation and biogenesis. Furthermore, the dysregulation of miRNA-363-3p has been found to be associated with tumorigenesis, proliferation, and drug resistance in some solid tumors [40, 41]. The knockout of miRNA-363-3p was demonstrated to perform anti-tumor activity in the study. The development of miRNA delivery systems will push forward the clinical translation of miRNA therapy.
Increasing evidence suggests that miRNA-363-3p functions by targeting different signaling pathways in distinct cellular contexts [42, 43]. DUSP10, known as MAPK phosphatase (MKP) 5 [44], is a negative regulator of p38 and JNK [45]. In this study, we identified and validated that DUSP10 is a target of miRNA-363-3p and participates in miRNA-363-3p-related chemoresistance by regulating JNK phosphorylation in DLBCL cells. Activation of JNK can phosphorylate numerous proteins residing in mitochondria and nucleus, thereby regulating cell growth, differentiation, survival, and apoptosis [46,47,48,49,50,51]. We found that miRNA-363-3p-related JNK activation promoted chemotherapeutic drug-induced DSB repair by affecting its substrate ATF2. Chemotherapeutic drugs have been demonstrated to activate JNK and induce the transcription of many DNA repair genes by phosphorylating its substrates ATF2 and c-Jun [52, 53]. Moreover, JNK can phosphorylate SIRT6 to facilitate the recruitment of PARP1 at the DNA break site [54, 55]. Targeted treatment to JNK and PARP1 was validated to overcome chemoresistance by suppressing chemotherapeutic drug-induced DSB repair.
DSB is most dangerous for chemotherapeutic drug-induced DNA damage. Intrinsic DSB repair capacity determines tumor cell fate. We demonstrated that miRNA-363-3p-related chemoresistance can be attributed to enhanced DSB repair function in DLBCL. Interestingly, miRNA-363-3p acted via NHEJ (including alternative NHEJ) rather than HR. Actually, the activity of HR repair was decreased by miRNA-363-3p. HR is an error-free DSB repair route and relies on the sister chromatid to provide a precisely matched repair template. Gene sequencing revealed the association of gene mutation in HR repair pathway with HR deficiency, such as BRCA1 and BRCA2 mutation. Loss of HR repair usually makes tumor cells more addiction to error-prone rejoining repair, i.e., alternative NHEJ [56]. PARP1 inhibitors have been approved to target the HR-deficient phenotype of BRCA1- or BRCA2-mutant tumors as a paradigm for synthetic lethality strategies [56, 57]. As we know, BRCA1 and BRCA2 mutations are rare in DLBCL, and HR deficiency in DLBCL was much less addressed. In this study, we discovered a novel mechanism of HR suppression regulated by miRNA-363-3p, and PARP1 inhibition significantly increased the anti-tumor activity of chemotherapeutic drugs in this context.
In summary, we creatively put forward a novel anthracycline-based chemoresistance mechanism involving miRNA-363-3p/DUSP10/JNK-mediated enhancement of DSB repair. New approaches targeting this resistance mechanism provide potential options for overcoming chemoresistance.
Data availability
The materials are described in the manuscript and supplementary information is posted on the journalās website. For other original data, please contact yyliu@zzu.edu.cn.
References
Harris N, Jaffe E, Diebold J, Flandrin G, Muller-Hermelink H, Vardiman J, et al. World Health Organization classification of neoplastic diseases of the hematopoietic and lymphoid tissues: report of the Clinical Advisory Committee meeting-Airlie House, Virginia, November 1997. J Clin Oncol. 1999;17:3835ā49.
Armitage J. How I treat patients with diffuse large B-cell lymphoma. Blood. 2007;110:29ā36.
Fisher R, Gaynor E, Dahlberg S, Oken M, Grogan T, Mize E, et al. Comparison of a standard regimen (CHOP) with three intensive chemotherapy regimens for advanced non-Hodgkinās lymphoma. N Engl J Med. 1993;328:1002ā6.
Sehn L, Donaldson J, Chhanabhai M, Fitzgerald C, Gill K, Klasa R, et al. Introduction of combined CHOP plus rituximab therapy dramatically improved outcome of diffuse large B-cell lymphoma in British Columbia. J Clin Oncol. 2005;23:5027ā33.
Coiffier B, Lepage E, Briere J, Herbrecht R, Tilly H, Bouabdallah R, et al. CHOP chemotherapy plus rituximab compared with CHOP alone in elderly patients with diffuse large-B-cell lymphoma. N Engl J Med. 2002;346:235ā42.
Pan H, Jiang Y, Boi M, TabbĆ² F, Redmond D, Nie K, et al. Epigenomic evolution in diffuse large B-cell lymphomas. Nat Commun. 2015;6:6921ā32. 2015/04/20
Ambros V. The functions of animal microRNAs. Nature. 2004;431:350ā5.
He L, Thomson J, Hemann M, Hernando-Monge E, Mu D, Goodson S, et al. A microRNA polycistron as a potential human oncogene. Nature. 2005;435:828ā33.
Costinean S, Sandhu S, Pedersen I, Tili E, Trotta R, Perrotti D, et al. Src homology 2 domain-containing inositol-5-phosphatase and CCAAT enhancer-binding protein beta are targeted by miR-155 in B cells of Emicro-MiR-155 transgenic mice. Blood. 2009;114:1374ā82.
Medina P, Nolde M, Slack F. OncomiR addiction in an in vivo model of microRNA-21-induced pre-B-cell lymphoma. Nature. 2010;467:86ā90.
Malumbres R, Sarosiek K, Cubedo E, Ruiz J, Jiang X, Gascoyne R, et al. Differentiation stage-specific expression of microRNAs in B lymphocytes and diffuse large B-cell lymphomas. Blood. 2009;113:3754ā64.
Ota A, Tagawa H, Karnan S, Tsuzuki S, Karpas A, Kira S, et al. Identification and characterization of a novel gene, C13orf25, as a target for 13q31-q32 amplification in malignant lymphoma. Cancer Res. 2004;64:3087ā95.
Tagawa H, Karube K, Tsuzuki S, Ohshima K, Seto M. Synergistic action of the microRNA-17 polycistron and Myc in aggressive cancer development. Cancer Sci. 2007;98:1482ā90.
Landais S, Landry S, Legault P, Rassart E. Oncogenic potential of the miR-106-363 cluster and its implication in human T-cell leukemia. Cancer Res. 2007;67:5699ā707.
Lawrie C, Saunders N, Soneji S, Palazzo S, Dunlop H, Cooper C, et al. MicroRNA expression in lymphocyte development and malignancy. Leukemia. 2008;22:1440ā6.
Mendell J. miRiad roles for the miR-17-92 cluster in development and disease. Cell. 2008;133:217ā22.
Iqbal J, Shen Y, Huang X, Liu Y, Wake L, Liu C, et al. Global microRNA expression profiling uncovers molecular markers for classification and prognosis in aggressive B-cell lymphoma. Blood. 2015;Feb 12 125:1137ā45.
Zhang J, Zhang P, Zhou W, Yu J, Yao Z, Chu J, et al. L-Type Cav 1.2 calcium channel-Ī±-1C regulates response to rituximab in diffuse large B-cell lymphoma. Clin Cancer Res. 2019;25:4168ā78.
Wang XJ, Medeiros LJ, Bueso-Ramos CE, Tang G, Wang S, Oki Y, et al. P53 expression correlates with poorer survival and augments the negative prognostic effect of MYC rearrangement, expression or concurrent MYC/BCL2 expression in diffuse large B-cell lymphoma. Mod Pathol. 2017;30:194ā203.
Li Y, Gordon MW, Xu-Monette ZY, Visco C, Tzankov A, Zou D, et al. Single nucleotide variation in the TP53 3ā untranslated region in diffuse large B-cell lymphoma treated with rituximab-CHOP: a report from the International DLBCL Rituximab-CHOP Consortium Program. Blood. 2013;121:4529ā40.
Chapuy B, Stewart C, Dunford AJ, Kim J, Kamburov A, Redd RA, et al. Molecular subtypes of diffuse large B cell lymphoma are associated with distinct pathogenic mechanisms and outcomes. Nat Med. 2018;24:679ā90.
Wright GW, Huang DW, Phelan JD, Coulibaly ZA, Roulland S, Young RM, et al. A probabilistic classification tool for genetic subtypes of diffuse large B cell lymphoma with therapeutic implications. Cancer Cell. 2020;37:551ā568.e514.
Alizadeh A, Eisen M, Davis R, Ma C, Lossos I, Rosenwald A, et al. Distinct types of diffuse large B-cell lymphoma identified by gene expression profiling. Nature. 2000;403:503ā11.
Young RM, Shaffer AL 3rd, Phelan JD, Staudt LM. B-cell receptor signaling in diffuse large B-cell lymphoma. Zhonghua Bing Li Xue Za Zhi. 2015;52:77ā85.
Sabattini E, Bacci F, Sagramoso C, Pileri SA. WHO classification of tumours of haematopoietic and lymphoid tissues in 2008: an overview. Pathologica. 2010;102:83ā87.
Leelatian N, Doxie DB, Greenplate AR, Sinnaeve J, Ihrie RA, Irish JM. Preparing viable single cells from human tissue and tumors for cytomic analysis. Curr Protoc Mol Biol. 2017;118:11ā23.
Robinson MD, Speed TP. A comparison of Affymetrix gene expression arrays. BMC Bioinform. 2007;8:449ā64.2007/11/15.
Ma J, Yan Z, Zhang J, Zhou W, Yao Z, Wang H, et al. A genetic predictive model for precision treatment of diffuse large B-cell lymphoma with early progression. Biomark Res. 2020;8:33ā44.
Zhou W, Wang K, Ruan W, Bo Z, Liu L, Cao Z, et al. Higher methylation in genomic DNA indicates incomplete reprogramming in induced pluripotent stem cells. Cell Reprogram. 2013;15:92ā99.
Lewis BP, Burge CB, Bartel DP. Conserved seed pairing, often flanked by adenosines, indicates that thousands of human genes are microRNA targets. Cell. 2005;120:15ā20.
Agarwal V, Bell GW, Nam JW, Bartel DP. Predicting effective microRNA target sites in mammalian mRNAs. Elife. 2015;4:1ā38.
Garcia DM, Baek D, Shin C, Bell GW, Grimson A, Bartel DP. Weak seed-pairing stability and high target-site abundance decrease the proficiency of lsy-6 and other microRNAs. Nat Struct Mol Biol. 2011;18:1139ā46.
Lu X, Chen J, Sasmono R, Hsi E, Sarosiek K, Tiganis T, et al. T-cell protein tyrosine phosphatase, distinctively expressed in activated-B-cell-like diffuse large B-cell lymphomas, is the nuclear phosphatase of STAT6. Mol Cell Biol. 2007;27:2166ā79.
Aghi M, Kramm CM, Chou TC, Breakefield XO, Chiocca EA. Synergistic anticancer effects of ganciclovir/thymidine kinase and 5-fluorocytosine/cytosine deaminase gene therapies. J Natl Cancer Inst. 1998;90:370ā80.
Kuhar R, Gwiazda KS, Humbert O, Mandt T, Pangallo J, Brault M, et al. Novel fluorescent genome editing reporters for monitoring DNA repair pathway utilization at endonuclease-induced breaks. Nucleic Acids Res. 2014;42:4ā14.
Dubois S, Tesson B, Mareschal S, Viailly P-J, Bohers E, Ruminy P, et al. Refining diffuse large B-cell lymphoma subgroups using integrated analysis of molecular profiles. EBioMedicine. 2019;48:58ā69.
JimĆ©nez-MartĆnez M, Stamatakis K, Fresno M. The dual-specificity phosphatase 10 (DUSP10): its role in cancer, inflammation, and immunity. Int J Mol Sci. 2019;20:1626ā38.
Nguyen T, Jo M, Choi Y, Park J, Kwon S, Hohng S, et al. Functional anatomy of the human microprocessor. Cell. 2015;161:1374ā87.
Quick-Cleveland J, Jacob J, Weitz S, Shoffner G, Senturia R, Guo F. The DGCR8 RNA-binding heme domain recognizes primary microRNAs by clamping the hairpin. Cell Rep. 2014;7:1994ā2005.
Sun Q, Zhang J, Cao W, Wang X, Xu Q, Yan M, et al. Dysregulated miR-363 affects head and neck cancer invasion and metastasis by targeting podoplanin. Int J Biochem Cell Biol. 2013;45:513ā20.
Han H, Sun D, Li W, Shen H, Zhu Y, Li C, et al. A c-Myc-MicroRNA functional feedback loop affects hepatocarcinogenesis. Hepatology. 2013;57:2378ā89.
Zhou P, Huang G, Zhao Y, Zhong D, Xu Z, Zeng Y, et al. MicroRNA-363-mediated downregulation of S1PR1 suppresses the proliferation of hepatocellular carcinoma cells. Cell Signal. 2014;26:1347ā54.
Hsu K, Wang A, Ping Y, Huang K, Huang T, Lee H, et al. Downregulation tumor suppressor MBP-1 microRNA-363 gastric carcinogenesis. Carcinogenesis. 2014;35:208ā17.
Mishra A, OulĆØs B, Pisco AO, Ly T, Liakath-Ali K, Walko G, et al. A protein phosphatase network controls the temporal and spatial dynamics of differentiation commitment in human epidermis. Elife. 2017;6:27356ā75.
Keyse SM. Dual-specificity MAP kinase phosphatases (MKPs) and cancer. Cancer Metastasis Rev. 2008;27:253ā61.
Behrens A, Sibilia M, Wagner E. Amino-terminal phosphorylation of c-Jun regulates stress-induced apoptosis and cellular proliferation. Nat Genet. 1999;21:326ā9.
Schreiber M, Kolbus A, Piu F, Szabowski A, Mƶhle-Steinlein U, Tian J, et al. Control of cell cycle progression by c-Jun is p53 dependent. Genes Dev. 1999;13:607ā19.
Tournier C, Hess P, Yang DD, Xu J, Turner TK, Nimnual A, et al. Requirement of JNK for stress- induced activation of the cytochrome c-mediated death pathway. Science. 2000;288:870ā3.
Liu Z, Hsu H, Goeddel D, Karin M. Dissection of TNF receptor 1 effector functions: JNK activation is not linked to apoptosis while NF-kappaB activation prevents cell death. Cell. 1996;87:565ā76.
Xia Z, Dickens M, Raingeaud J, Davis RJ, Greenberg ME. Opposing effects of ERK and JNK-p38 MAP kinases on apoptosis. Science. 1995;270:1326ā31.
Michailidou K, Hall P, Gonzalez-Neira A, Ghoussaini M, Dennis J, Milne R, et al. Large-scale genotyping identifies 41 new loci associated with breast cancer risk. Nat Genet. 2013;45:353ā61.
Hayakawa J, Depatie C, Ohmichi M, Mercola D. The activation of c-Jun NH2-terminal kinase (JNK) by DNA-damaging agents serves to promote drug resistance via activating transcription factor 2 (ATF2)-dependent enhanced DNA repair. J Biol Chem. 2003;278:20582ā92.
Hayakawa J, Mittal S, Wang Y, Korkmaz K, Adamson E, English C, et al. Identification of promoters bound by c-Jun/ATF2 during rapid large-scale gene activation following genotoxic stress. Mol Cell. 2004;16:521ā35.
Van Meter M, Simon M, Tombline G, May A, Morello T, Hubbard B, et al. JNK phosphorylates SIRT6 to stimulate DNA double-strand break repair in response to oxidative stress by recruiting PARP1 to DNA breaks. Cell Rep. 2016;16:2641ā50.
Sellou H, Lebeaupin T, Chapuis C, Smith R, Hegele A, Singh H, et al. The poly(ADP-ribose)-dependent chromatin remodeler Alc1 induces local chromatin relaxation upon DNA damage. Mol Biol Cell. 2016;27:3791ā9.
Rouleau M, Patel A, Hendzel MJ, Kaufmann SH, Poirier GG. PARP inhibition: PARP1 and beyond. Nat Rev Cancer. 2010;10:293ā301.
Lord CJ, Ashworth A. PARP inhibitors: synthetic lethality in the clinic. Science. 2017;355:1152ā8.
Acknowledgements
This work was supported by the grants from the National Nature Science Foundation of China (Nos. 81071938, 81470365, and 81970183), and the Key Science Plan of Henan Province (Nos. 212102310190, and 212102310768). The reporter plasmid system of HR and NHEJ was gifted by Dr. Feilong Meng from State Key Laboratory of Molecular Biology, CAS Center for Excellence in Molecular Cell Science, Shanghai.
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WZ, YX, JZ and PZ performed the study; YL and QX supervised all aspects of the research and analysis; YL designed the study and finalized the manuscript; ZY, ZY, HW, JC, SY, SZ, SY, JM, KL assisted in research, data analysis, and interpretation; QX and YG were responsible for pathology review, and scoring immunohistochemical stains.
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Zhou, W., Xu, Y., Zhang, J. et al. MiRNA-363-3p/DUSP10/JNK axis mediates chemoresistance by enhancing DNA damage repair in diffuse large B-cell lymphoma. Leukemia 36, 1861ā1869 (2022). https://doi.org/10.1038/s41375-022-01565-6
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DOI: https://doi.org/10.1038/s41375-022-01565-6
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