The instant application contains a Sequence Listing which has been submitted electronically in XML format and is hereby incorporated by reference in its entirety. Said XML copy, created on May 12, 2023, is named 42256-797 201 SL.xml and is 36,274 bytes in size.
Acute myeloid leukemia (AML) is a heterogeneous hematological cancer characterized by the accumulation of somatic mutations in immature myeloid progenitor cells. It remains incurable, largely due to its resistance to conventional chemotherapy treatments. Approximately one third of AML patients fail to achieve complete remission in response to chemotherapy, and 40-70% of those who do enter remission relapse within 5 years. Thus, there is an urgent need for more effective chemotherapies to treat AML.
Recognized herein is a need for novel pharmaceutical compositions and methods for treating acute myeloid leukemia (AML). The preferred pharmaceutical compositions for treating AML in a subject in need thereof, comprising administering to the subject a therapeutically effective amount of a pharmaceutical composition comprising a really interesting new gene (RING) finger protein 5 (RNF5) inhibitor, or a retinoblastoma binding protein 4 (RBBP4) inhibitor, or both. In some embodiments, the RNF5 inhibitor or the RBBP4 inhibitor comprises a short hairpin ribonucleic acid (RNA), a single guide RNA (sgRNA), or a small molecule. In some embodiments, RBBP4 inhibitor and the RNF5 inhibitor are in different pharmaceutical compositions. In some embodiments, the RBBP4 and the RNF5 inhibitor are administered at different times. In some embodiments, the pharmaceutical composition further comprises a histone deacetylase (HDAC) inhibitor. In some embodiments, the HDAC inhibitor is selected from the group consisting of TMP269, pimelic diphenylamide 106, mocetinostat, romidepsin, and N-acetyldinaline [CI-994]. In some embodiments, the pharmaceutical composition further comprises a compound that increases endoplasmic reticulum (ER) stress. In some embodiments, the compound is thapsigargin or tunicamycin. In some embodiments, the pharmaceutical composition comprises an inhibitor of endoplasmic reticulum associated protein degradation (ERAD). In some embodiments, the inhibitor of ERAD comprises Eeyarestatin I.
In some embodiments, the pharmaceutical composition further comprises an inhibitor of unfolded protein response (UPR). In some embodiments, the inhibitor of UPR comprises GSK2606414. In some embodiments, the pharmaceutical composition further comprises a proteasomal inhibitor. In some embodiments, the proteasomal inhibitor comprises bortezomib. In some embodiments, the method of treating AML further comprises measuring a biomarker in a biological sample obtained from the subject prior to administering to the individual the therapeutically effective amount of the pharmaceutical composition, wherein the measuring the biomarker comprises assaying mRNA expression level and/or protein level of RNF5, RBBP4, or ubiquitinated RBBP4.
In another aspect, provided here in is a method of treating acute myeloid leukemia (AML) in a subject comprising assaying an expression level or an amount of a biomarker in a biological sample obtained from the subject, administering to the subject a therapeutically effective amount of a first pharmaceutical composition when the expression level or the amount of the biomarker is higher than a first predetermined value, and administering to the subject a therapeutically effective amount of a second pharmaceutical composition when the expression level or the amount of the biomarker is lower than a second predetermined value; wherein the second pharmaceutical composition is different from the first pharmaceutical composition. In some embodiments, the biomarker comprises RNF5, RBBP4, or ubiquitinated RBBP4. In some embodiments, the first pharmaceutical composition comprises a RNF5 inhibitor, a RBBP4 inhibitor, a HDAC inhibitor, a UPR inhibitor, a proteasomal inhibitor, an ERAD inhibitor, or any combination thereof. In some embodiments, the first predetermined value is a threshold on an average value in a cohort of AML patients. In some embodiments, the therapeutically effective amount of the first pharmaceutical composition is proportional to the expression level or the amount of the biomarker measured in the subject.
Additional details on the composition and methods described herein can be found in the Detailed Description section of the current application, and in the published paper included in the current application, including its supplemental figures and tables. See Khateb, A., Deshpande, A., Feng, Y. et al. The ubiquitin ligase RNF5 determines acute myeloid leukemia growth and susceptibility to histone deacetylase inhibitors. Nat Commun 12, 5397 (2021), the content of which is incorporated by reference in its entirety.
All publications, patents, and patent applications mentioned in this specification are herein incorporated by reference to the same extent as if each individual publication, patent, or patent application was specifically and individually indicated to be incorporated by reference. To the extent publications and patents or patent applications incorporated by reference contradict the disclosure contained in the specification, the specification is intended to supersede and/or take precedence over any such contradictory material.
This patent application contains at least one drawing executed in color. Copies of this patent or patent application with color drawing(s) will be provided by the Office upon request and payment of the necessary fee.
The novel features of the invention are set forth with particularity in the appended claims. A better understanding of the features and advantages of the present invention will be obtained by reference to the following detailed description that sets forth illustrative embodiments, in which the principles of the invention are utilized, and the accompanying drawings (also “Figure” and “FIG.” herein) of which:
While various embodiments of the invention have been shown and described herein, it will be obvious to those skilled in the art that such embodiments are provided by way of example only. Numerous variations, changes, and substitutions may occur to those skilled in the art without departing from the invention. It should be understood that various alternatives to the embodiments of the invention described herein may be employed.
The terminology used herein is for the purpose of describing particular cases only and is not intended to be limiting.
As used herein, the singular forms “a”, “an” and “the” are intended to include the plural forms as well, unless the context clearly indicates otherwise.
When a range of values is provided, it is to be understood that each intervening value between the upper and lower limit of that range, and any other stated or intervening value in that stated range is encompassed within the scope of the present disclosure. Where the stated range includes upper or lower limits, ranges excluding either of those included limits are also included in the present disclosure.
As used herein, the term “biomarker” generally refers to an indicator, e.g., predictive, diagnostic, and/or prognostic, which can be detected in a sample. The biomarker may serve as an indicator of a particular subtype of a disease or disorder (e.g., AML) characterized by certain, molecular, pathological, histological, and/or clinical features. In some embodiments, a biomarker is a gene. Biomarkers include, but are not limited to, polynucleotides (e.g., DNA, and/or RNA), polypeptides, polypeptide and polynucleotide modifications (e.g., posttranslational modifications), carbohydrates, and/or glycolipid-based molecular markers.
As used herein, the term “sample” generally refers to a composition that is obtained or derived from a subject and/or individual of interest that contains a cellular and/or other molecular entity that is to be characterized and/or identified, for example based on physical, biochemical, chemical and/or physiological characteristics. Samples include, but are not limited to, primary or cultured cells or cell lines, cell supernatants, cell lysates, platelets, serum, plasma, vitreous fluid, lymph fluid, synovial fluid, follicular fluid, seminal fluid, amniotic fluid, milk, whole blood, blood-derived cells, urine, cerebro-spinal fluid, saliva, sputum, tears, perspiration, mucus, tumor lysates, and tissue culture medium, tissue extracts such as homogenized tissue, tumor tissue, cellular extracts, and any combinations thereof.
As used herein, the term “effective amount” of an agent generally refers to an amount effective, at dosages and for periods of time necessary, to achieve the desired therapeutic or prophylactic result. A “therapeutically effective amount” of a substance/molecule, agonist or antagonist may vary according to factors such as the disease state, age, sex, and weight of the individual, and the ability of the substance/molecule, agonist or antagonist to elicit a desired response in the individual. A therapeutically effective amount is also one in which any toxic or detrimental effects of the substance/molecule, agonist or antagonist are outweighed by the therapeutically beneficial effects.
As used herein, the terms “treat”, “treating”, or “treatment”, include reducing, alleviating, abating, ameliorating, relieving, or lessening the symptoms associated with a disease, disease sate, or indication (e.g., addiction, such as opioid addiction, or pain) in either a chronic or acute therapeutic scenario. Also, treatment of a disease or disease state described herein includes the disclosure of use of such compound or composition for the treatment of such disease, disease state, or indication.
As used herein, the term “pharmaceutical formulation” or “pharmaceutical composition” generally refers to a preparation which is in such form as to permit the biological activity of an active ingredient contained therein to be effective, and which contains no additional components which are unacceptably toxic to a subject to which the formulation would be administered. A “pharmaceutically acceptable carrier” refers to an ingredient in a pharmaceutical formulation, other than an active ingredient, which is nontoxic to a subject. A pharmaceutically acceptable carrier includes, but is not limited to, a buffer, excipient, stabilizer, or preservative.
As used herein, the phrase “based on” generally means that the information about one or more biomarkers is used to inform a diagnosis decision, treatment decision, information provided on a package insert, or marketing/promotional guidance, etc.
As used herein, the term “subject,” generally refers to an individual from whom a biological sample is obtained. The subject may be a mammal or non-mammal. The subject may be human, non-human mammal, animal, ape, monkey, chimpanzee, reptilian, amphibian, avian, or a plant. The subject may be a patient. The subject may be displaying a symptom of a disease. The subject may be asymptomatic. The subject may be undergoing treatment. The subject may not be undergoing treatment. The subject can have or be suspected of having a disease, such as cancer (e.g., breast cancer, colorectal cancer, brain cancer, leukemia, lung cancer, skin cancer, liver cancer, pancreatic cancer, lymphoma, esophageal cancer, cervical cancer, etc.) or an infectious disease.
The present invention demonstrates, inter alia, that the protein RNF5 plays an unusual and role in AML. Marking aberrant proteins for destruction, RNF5 binds with a second cell protein called RBBP4 to control expression of genes implicated in AML. These findings have important implications for improving AML patient outcomes. For example, if AML patients have low levels of RNF5 and/or RBBP4, they may respond better to treatment with HDAC inhibitors.
Increased Expression of RNF5 in AML Patient Samples Correlates with Poor Prognosis
Analysis of RNA-seq datasets for various cancer cells in the Cancer Cell Line Encyclopedia database identified higher copy number and levels of RNF5 transcripts in AML, chronic myeloid leukemia (CIVIL), and T-cell acute lymphoblastic leukemia (T-ALL) relative to other tumor types (
Assessment of an independent AML, patient cohort (from the Rambam Health Campus Center, Haifa, Israel which included multiple samples obtained from 5 females with median age of 59.4 and 6 males with median age of 57.3, as detailed in Table 1) confirmed higher levels of RNF5 protein in AML patient blood samples (n=18) relative to samples taken from healthy donors (n=5) (
RNF5 knockdown (RNF5-KD) inhibits leukemia cell growth in vitro. Surprisingly, KD using RNF5-targeting short hairpin RNAs (shRNF5) decreased viability and attenuated growth of MOLM-13 and U937 AML lines (
To verify changes seen upon KD, CRISPR-Cas9 gene editing technology was used to deplete RNF5 in MOLM-13 cells stably expressing Cas9 using RNF5-targeting guide RNAs (sgRNAs). Relative to control cells transduced with Renilla luciferase-targeting sgRNAs, cells transduced with RNF5-targeting sgRNAs showed impaired growth based on CellTiter-Glo luminescence assay (
To further assess RNF5 function in AML, viability of xenografted patient-derived AML cells (PDX, AML-669) transduced with shRNF5 or control constructs was monitored. Using two independent shRNF5s (albeit limited KD efficiency), decreased viability of xenografted RNF5-KD cells relative to controls (
RNF5 functions as part of ERAD and the ER stress response. Changing RNF5 abundance alters the ER stress response in AML cells. RNF5-KD or control MOLM-13 cells were exposed to thapsigargin or tunicamycin to inhibit the ER Ca2+-ATPase (SERCA) or protein glycosylation, respectively, as a means to induce ER stress. Thapsigargin treatment of MOLM-13 RNF5-KD cells increased apoptotic markers to levels higher than those seen in control cells (
Given the link between ER stress and proteasomal degradation, potential synergy between RNF5 KD and proteasomal inhibition was assessed. Indeed, RNF5-KD MOLM-13 cells treated with the proteasome inhibitor bortezomib (BTZ) showed increased levels of apoptotic markers such as cleaved forms of caspase-3 and PARP (
RNF5 activity modulates leukemia growth in vivo, as shown in a human AML xenograft model in which luciferase-expressing U937 cells (U937-pGFL) were transduced with doxycycline-inducible shRNF5 or control shRNA before being injected intravenously into NOD/SCID mice (
RNF5 function in AML initiation was investigated using the MLL-AF9 model for in vitro and in vivo studies. The in vitro analysis used purified hematopoietic stem and progenitor (Lin-depleted) cells (HSPCs) from bone marrow of Rnf5−/−, which exhibit normal development and hematopoiesis, and wild-type (WT) C57/BL6 mice. HSPCs from these mice were retrovirally transduced with a bicistronic construct harboring MLL-AF9 linked to a green fluorescent protein (GFP) marker. In assessing colony-forming capacity (CFC), compared to WT GFP-MLL-AF9 cells, Rnf5−/− GFP-MLL-AF9 cells exhibited markedly reduced CFC in methylcellulose after 7, 14, and 21 days in culture and observed a striking reduction in the number of blast-like colonies (
To assess leukemogenesis in vivo, sub-lethally-irradiated WT C57/BL6 recipient mice were injected with GFP-MLL-AF9-transduced Rnf5WT or Rnf5−/− cells and monitored cell engraftment by flow cytometry for GFP-positive (GFP+) cells in peripheral blood (
To identify pathways modulated by RNF5 activity in AML cells, transcriptional changes in MOLM-13, U937, and HL-60 AML lines expressing either RNF5-KD or control constructs were monitored. RNA sequencing (RNA-seq) analysis identified a total of 237, 814, and 1380 dysregulated genes in MOLM-13, U937 and HL-60, respectively, following RNF5 KD relative to control (RNF5-WT) cells (
RNF5 Interacts with and Ubiquitinates the Retinoblastoma Binding Protein 4
RNF5 elicits transcriptional changes through intermediate regulatory component(s). To identify RNF5-interacting proteins or substrates, liquid chromatography-tandem mass spectrometry (LC-MS/MS) was performed, and proteins immunoprecipitated from lysates of MOLM-13 cells expressing inducible Flag-tagged RNF5 were compared with those expressing empty vector. Among 65 RNF5-interacting proteins identified were previously reported substrates, such as 26S proteasome components, VCP and S100A8, as well as proteins implicated in AML development, such as DHX15 and gelsolin. Among the more abundant RNF5-bound proteins were components of ERAD, translation initiation, proteolytic and mRNA catabolic processes (
Although none of the interacting proteins identified here were transcription factors, epigenetic modifications initiated by changes in RNF5 expression could also underlie changes in gene expression. In fact, one RNF5-interacting protein as the epigenetic regulator histone binding protein RBBP4 was identified (
If RNF5 positively regulates RBBP4, RBBP4 KD should promote phenotypic changes in AML cells similar to RNF5 KD. Indeed, shRNA-based RBBP4 KD in MOLM-13 and U937 cells impaired their growth (
RNF5 is a transmembrane protein primarily associated with the ER, and its ubiquitin ligase domain is located in the cytosol. The interaction between RNF5 and RBBP4 in the HEK293T line was assessed by coimmunoprecipitation of ectopically-expressed WT RNF5, a catalytically inactive RING mutant (RNF5 RM), or a C-terminal transmembrane domain deletion mutant (RNF5 ACT) (
Notably, neither RNF5 overexpression nor RNF5 KD altered abundance of RBBP4 protein, suggesting that RBBP4 ubiquitination by RNF5 does not occur via formation of proteasome-targeting K48 ubiquitin chains and does not alter RBBP4 stability (
Because RNF5 activity does not alter RBBP4 stability, the next question to ask is whether RNF5 affects RBBP4 localization or interactions with other proteins. Subcellular fractionation in MOLM-13 cells and immunofluorescent analyses of nuclear and chromatin bound RBBP4 did not identify changes in RBBP4 localization following RNF5 KD (
Then, chromatin immunoprecipitation (ChIP) and quantitative PCR (qPCR) were used to investigate RBBP4 recruitment to promoters of genes regulated by either RNF5 or RBBP4. RNF5 KD decreased RPPB4 recruitment to ANXA1, NCF1, and CDKN1A promotors (
As independent support for the function of the RNF5-RBBP4 regulatory axis in promoting AML cell growth, synergistic interactions between RNF5 and epigenetic modulators were screened. To do so, the effect of 261 epigenetic inhibitors at two concentrations (See Table 2) was assessed on growth of U937 cells that stably express inducible shRNF5 (
indicates data missing or illegible when filed
The HDAC inhibitor romidepsin (also known as FK228) did not score positively in the screen. This was likely due to the relatively high concentrations tested, which were lethal to both RNF5-KD and control U937 cells. FK228 has been approved by the Food and Drug Administration (FDA) to treat peripheral T-cell lymphoma and has been investigated in preclinical studies as a potential treatment for AML. Therefore, FK228 was re-assessed at non-lethal concentrations (up to 6 nM for 24 h) using multiple AML cell lines. Notably, when combined with RNF5-KD, FK228 had an additive effect in decreasing cell viability (
Of AML cell lines tested, the MV-4-11 line showed very low levels of RNF5 protein (
Next, to corroborate these findings in primary AML blasts, ex-vivo analysis of AML patients' samples (n=4) performed and their sensitivity to FK228 treatment was assessed. These samples were selected based on RNF5 and RBBP4 protein levels (2 high, 2 low). Surprisingly, and similar to phenotypes seen in the KD experiments, samples expressing low RNF5 and RBBP4 were more sensitive (AML-075B log IC50=−10.7M, AML-037 log IC50=−10.4M) to FK228 treatment, compared with high-expressing group (AML-013 log IC50=−9.9M, AML-072B log IC50=−9.6M) (
High mortality seen in patients with AML predominantly results from failure to achieve complete remission following chemotherapy, coupled with a high relapse rate. The current disclosure identifies an important role for the ubiquitin ligase RNF5 in AML and defines mechanistically how RNF5 contributes to this form of leukemia. The current disclosure establishes a function for RNF5 beyond its previously characterized activity in ERAD and proteostasis and demonstrates how it regulates gene expression programs governing AML development and response to HDAC inhibitors. The clinical relevance of RNF5 and RBBP4 to AML is supported by the findings based on patient samples and genetic mouse models. In mice, RNF5 or RBBP4 depletion inhibited AML progression and prolonged mouse survival (
Independent support for a function for RNF5 in recruiting RBBP4 to transcriptional regulatory complexes comes from the finding that RNF5/RBBP4 abundance governs the sensitivity of AML cells to HDAC inhibitors. Correspondingly, transcriptional changes induced by RNF5 KD overlapped with those seen following treatment with HDAC1 inhibitors. Furthermore, AML primary blasts expressing low RNF5/RBBP4 levels were more sensitive to FK228 compared to high expressing blasts. Along these lines, synthetic lethal analysis also identified a favorable prognosis in a cohort of AML patients with low expression of both HDAC and RNF5 (
Notably, RNF5 is expressed at high levels in AML, CIVIL and T-ALL cell lines20 but is critical for cell survival only in AML cells. In fact, the CCLE database reveals that CIVIL and T-ALL lines express on average higher levels of RNF5 than do AML lines. Nonetheless, K-562 (CIVIL) and Jurkat (T-ALL) lines subjected to RNF5 KD do not exhibit growth inhibition or undergo cell death, while similarly treated AML lines do. Likewise, inhibition of RBBP4 does not impact CIVIL or T-ALL cell but rather inhibits AML cell growth in a manner similar to that seen after RNF5 inhibition. Along these lines, RNF5 regulation and function are likely to be cell type and tissue dependent. RNF5 promotes melanoma growth via changes in immune and intestinal epithelial cells, while inhibits breast cancer growth through tumor-intrinsic expression of glutamine carrier proteins 7,8,38.
It is important to note that relatively high RNF5 expression in AML cell lines is likely due to high copy number, as shown by analysis of copy number alterations in various cancer cells20. Analysis of the TCGA database reveals increases in RNF5 mRNA levels in 3% of patients. The patient cohorts revealed a significant increase in RNF5 abundance but not transcription levels (
Given that RNF5 protein is ER-anchored, its interaction with a chromatin regulatory protein such as RBBP4 is unanticipated. This interaction may be trigger by one or more events, including, but not limited to: (i) the interaction may occur as the RBBP4 gene is translated, prior to nuclear translocation, a mechanism reported for other ubiquitin ligases39, (ii) a post translational modification may promote nuclear localization of RNF5. For example, the possibility that RNF5 undergoes sumoylation should be considered given the high probability predicted using GPS-SUMO tool 40; Finally, or (iii) RBBP4/RNF5 interaction may occur at specific phases of the cell cycle, for example, at entry to mitosis, when the nuclear envelop breaks down and nuclear contents are released to the cytoplasm.
In summary, genetic mouse models and clinical data in the current application establish a central role for the RNF5-RBBP4 axis in AML maintenance and responsiveness to HDAC inhibitors. The identification of a crosstalk between ubiquitination and epigenetic regulation offers a new paradigm for ERAD-independent RNF5 function in controlling RBBP4 activity and subsequent transcriptional networks implicated in AML. The current application also demonstrates the ability of HDAC inhibitors to treat AML, particularly AML expressing low levels of RNF5, and provides a method to stratify AML patients for treatment with HDAC inhibitors.
Animal studies. All animal experiments were approved by the Sanford Burnham Prebys Medical Discovery Institute's Institutional Animal Care and Use Committee (approval AUF 16-028). Animal care followed institutional guidelines. Rnf5−/− mice were generated on a C57BL/6 background as described 23. C57BL/6 WT mice were obtained by crossing Rnf5+/− mice. Female mice were maintained under controlled temperature (22.5° C.) and illumination (12 h dark/light cycle) conditions and were used in experiments at 6-10 weeks of age.
The xenograft model was established using U937 cells expressing the p-GreenFirel Lenti-Reporter Vector (pGFL). NOD/SCID (NOD.CB17-Prkdcscid/J) mice were obtained from the SBP Animal Facility. Mice were irradiated (2.5 Gy), and U937-pGFL cells (2×104 per mouse) were injected intravenously. Leukemia burden was serially assessed using noninvasive bioluminescence imaging by injecting mice intraperitoneally (i.p.) with 150 mg/kg D-Luciferin (PerkinElmer, 122799) in phosphate-buffered saline (PBS, pH 7.4), anesthetizing them with 2-3% isoflurane, and imaging them on an IVIS Spectrum (PerkinElmer). For in vivo RNF5 KD experiments, at disease onset (day 15, as measured by bioluminescent imaging), mice were fed rodent chow containing 200 mg/kg doxycycline (Dox diet, Bio-Serv) to induce RNF5-KD. Mice were sacrificed upon signs of morbidity resulting from leukemic engraftment (>10% weight loss, lethargy, and ruffled fur).
Cell culture. Human HEK293T and A375 cells were obtained from the American Type Culture Collection (ATCC). U937 and K562 cells were kindly provided by Prof. Yuval Shaked; Kasumi-1 cells were from Prof. Tsila Zuckerman; and MV4-11, GRANTA, THP-1, and MEC-1 cells were from Dr. Netanel Horowitz. MOLM-13 cells were kindly provided by Dr. Ani Deshpande (SBP Discovery Institute, USA), KG-1a, HL-60, Jurkat, RPMI 8226, and HAP-1 cells were a kind gift from Prof. Ciechanover (Technion, Israel). MOLM-13, U937, THP-1, Kasumi, Jurkat, and RPMI-8226 cells were cultured in RPMI medium; HL-60, MV-4-11, K-562, MEC-1, HAP-1, and KG-1α cells were cultured in IMDM; and GRANTA, A375 and HEK293T cells were cultured in DMEM. All media were supplemented with 10% fetal bovine serum (FBS), 1% L-glutamine, penicillin (83 U/mL), and streptomycin (83 μg/mL) (Gibco). Cells were regularly checked for mycoplasma contamination using a luminescence-based kit (Lonza).
Primary AML cells. AML patient samples were obtained from Scripps MD Anderson, La Jolla, Calif. (IRB-approved protocol 13-6180) and written informed consent was obtained from each participant. Samples were also obtained from the Rambam Health Campus Center, Haifa, Israel (IRB-approved protocol 0372-17). Fresh blood samples were obtained by peripheral blood draw, PICC line, or central catheter. Filgrastim-mobilized peripheral blood cells were collected from healthy donors and cryopreserved in DMSO. PBMCs were isolated by centrifugation through Ficoll-Paque™ PLUS (17-1440-02, GE Healthcare). Residual red blood cells were removed using RBC Lysis Buffer for humans (Alfa Aesar, cat. #J62990) according to the manufacturer's instructions. The final PBMC pellets were resuspended in Bambanker serum-free freezing medium (Wako Pure Chemical Industries, Ltd.) and stored under liquid N2. Patients' characteristics are provided in Table 1.
MLL-AF9 patient-derived xenograft (PDX) samples (from the Jeremias Lab, Munich, Germany) were cultured in IMDM medium with 20% BIT (Stem cell Technologies), human cytokines and StemRegenin 1 (SR1) and UM171, as described 41. Cells were transduced with empty vector or different shRNF5 constructs as described below (see Transfections and transduction section) and plated in 100 uL per well of complete medium in 96-well plates. Growth was monitored every 24 h using CellTiter Glo reagent.
For the drug dose responses, FK228 was diluted in DMSO at 10 mM and serially diluted (1/3, ×13 concentrations) in a Labcyte Echo Low Dead Volume (LDV) plate. 25 nLs of drugs at 1000× concentration were spotted in quadruplicate in 384-well plates (Greiner #781098) using a Labcyte Echo 550 acoustic dispenser, and patient AML cells (described above) were seeded (2.5 k cells/well in 25 uLs) onto 3 plates with a Multidrop Combi Reagent Dispenser (Thermo). After 2 days, cell viability was assessed by adding 10 uLs/well of CellTiterGlo reagent (Promega #G7572) using a Multidrop Combi, and luminescence was read on an Envision plate reader (Perkin Elmer). Raw data was processed in Microsoft Excel, with cell viability values normalized to percentages relative to vehicle (0.1% DMSO) controls. Data were graphed and subjected to statistical analyses using GraphPad Prism software (v.9.1.1).
Antibodies and reagents. The RNF5 antibody was produced as described previously (1:1000) 7′23. Other antibodies used were: rabbit anti-cleaved caspase 3 (#9661, Cell Signaling Technology, 1:1000), rabbit anti-PARP (#9532, Cell Signaling Technology, 1:1000), mouse anti-RBBP4 (NBP1-41201, Novus Biologicals, 1:5000), mouse anti-glyceraldehyde 3-phosphate dehydrogenase (GAPDH; ab8245, Abcam, 1:10000), mouse anti-Tubulin (T9026, Sigma, 1:5000), mouse anti-Flag (F1804, Sigma, 1:2000), mouse anti-Myc-Tag (#2276, Cell Signaling Technology, 1:1000), mouse anti-HA (901501, Biolegend, 1:2000), rabbit anti-HDAC1 (#2062, Cell Signaling Technology, 1:1000), rabbit anti-HDAC2 (57156, Cell Signaling Technology, 1:1000), rabbit anti-Ezh2 (5246, Cell Signaling Technology, 1:1000), mouse anti-HSP90 (sc-13119, Santa Cruz Biotechnology, 1:1000), rabbit anti-p27, (#3688, Cell Signaling Technology, 1:1000), rabbit anti-p21 (#2947, Cell Signaling Technology, 1:1000), mouse anti-Ubiquitin (#3939, Cell Signaling Technology, 1:1000), rabbit anti-K63-linkage Specific Polyubiquitin (#5621, Cell Signaling Technology, 1:1000), rabbit anti-Actin (#4970, Cell Signaling Technology, 1:1000), rabbit anti-Histone H3 (#9717, Cell Signaling Technology, 1:1000), mouse anti-Caspase 3 (sc-56053, Santa Cruz Biotechnology, 1:1000), and mouse anti-Calregulin (sc-166837, Santa Cruz Biotechnology, 1:1000). HRP-conjugated secondary antibodies were from Jackson ImmunoResearch (goat-anti-mouse-HRP (AB_2338504) and goat-anti-rabbit-HRP (AB_2337938) and diluted 1:10000.
Romidepsin and N-acetyldinaline were purchased from Cayman Chemicals. Thapsigargin and tunicamycin were purchased from Sigma-Aldrich. MG132 was obtained from Selleckchem. Puromycin was purchased from Merck. Annexin V-APC and propidium iodide were from BioLegend.
Plasmids and constructs. Plasmids expressing Flag-RNF5-WT, Flag-RNF5-RM, and Flag-RNF5-ACT were described previously 5,7. To generate doxycycline-inducible RNF5-WT, RNF5-RM, and RNF5-ACT overexpression vectors, coding sequences were amplified by PCR from pCDNA3.1-RNF5-WT, pCDNA3.1-RNF5-RM, and pCDNA3.1-RNF5-ACT, respectively, and the product was inserted into EcoRI-linearized pLVX TetOne-puro plasmid (Clontech) using the NEBuilder HiFi Assembly kit (New England BioLabs). Expression vectors encoding Myc-RBBP4 (#20715), HA-Ubiquitin (#18712), and HA-ubiquitin mutants (including K6 (#22900), K11 (#22901), K27 (#22902), K29 (#22903), and K33 (#17607)) were obtained from Addgene.
Gene silencing. Lentiviral pLKO.1 vectors expressing RNF5 or RBBP4-specific shRNAs were obtained from the La Jolla Institute for Immunology RNAi Center (La Jolla, Calif., USA). Sequences were: shRNF5 #1 (TRCN0000004785) GAGTGTCCAGTATGTAAAGCT (SEQ ID NO: 35), shRNF5 #2 (TRCN0000004788) CGGCAAGAGTGTCCAGTATGT (SEQ ID NO: 36), shRNF5 #3 GAGGATGGATTGAGAGAAT (SEQ ID NO: 37), and inducible shRNF5, which has the same sequence as shRNF5 #1. Sequences for RBBP4-specific shRNAs were: shRBBP4 #1 (TRCN0000286103) GCCTTTCTTTCAATCCTTATA (SEQ ID NO: 38), shRBBP4 #2 (TRCN0000293556) TGGTCATACTGCCAAGATATC (SEQ ID NO: 39), shRBBP4 #3 (TRCN0000293554) ATGCGTCACACTACGACAGTG (SEQ ID NO: 40).
Transfections and transduction. Transient transfections were carried out using CalFectin (SignaGen) according to the manufacturer's recommendations. Lentiviral particles were prepared using standard protocols. In brief, HEK293T cells were transfected with relevant vectors and the second-generation packaging plasmids AR8.2 and Vsv-G (Addgene). Virus-containing supernatants were collected 48 h later and then added in the presence of Polybrene to AML cells pre-seeded at ˜5×105/well in 24-well plates (Sigma-Aldrich). After 8 h, cells were transferred to 10-cm culture dishes for an additional 24 h prior to experiments.
Western blotting. Cells were washed twice with cold PBS and lysed by addition of Tris-buffered saline (TBS)-lysis buffer (TBS [50 mM Tris-HCl pH 7.5, 150 mM NaCl], 0.5% Nonidet P-40, 1× protease inhibitor cocktail [Merck], and 1× phosphatase inhibitor cocktail 42 followed by incubation on ice for 20 min. Blood cells from healthy control subjects and AML patients were lysed using hot lysis buffer [100 mM Tris-HCl pH 7.5, 5% sodium dodecyl sulfate (SDS)] followed by incubation 5 min at 95° C. and sonication. Some samples were subjected to fractionation using a subcellular protein fractionation kit (Thermo Scientific Pierce), as indicated. Samples were resolved on SDS-PAGE and transferred to nitrocellulose membranes. Membranes were incubated for 1 h at room temperature with blocking solution (0.1% Tween 20/5% non-fat milk in TBS) and then overnight at 4° C. with primary antibodies. Membranes were washed with TBS and incubated 1 h at room temperature with appropriate secondary antibodies (Jackson ImmunoResearch). Finally, proteins were visualized using a chemiluminescence method (Image-Quant LAS400, GE Healthcare, or ChemiDoc MP imaging system, Bio-Rad). The uncropped scans for all western blot are provided in the Source Data file.
Immunoprecipitation. Cells were lysed in TBS-lysis buffer as described above, centrifuged for 10 min at 17,000 g, and incubated overnight at 4° C. with appropriate antibodies. Protein A/G agarose beads (Santa Cruz Biotechnology) were then added for 2 h at 4° C. Beads were pelleted by centrifugation, washed five times with TBS-lysis buffer, and boiled in Laemmli buffer to elute proteins. Finally, proteins were resolved on SDS-PAGE and subjected to Western blotting as described above.
LC-MS/MS. MOLM-13 cells were infected with doxycycline-inducible Flag-tagged RNF5-encoding or empty plasmids and expression was induced by addition of doxycycline (1 μg/mL) for 48 h. The proteasome inhibitor MG132 (10 μM) was added for 4 h prior to harvest. Cells were lysed in TBS-lysis buffer, and total cell lysates were incubated with anti-Flag-M2-agarose beads (Sigma-Aldrich) overnight at 4° C. Beads were washed with TBS-lysis buffer, and proteins were eluted from beads by addition of 3×Flag peptides (150 μg/mL, Sigma) for 1 h at 4° C. and then subjected to tryptic digestion followed by LC-MS/MS, as described43.
Raw data were analyzed using MaxQuant (v1.5.5.0)44 with default settings. Protein intensities were normalized using the median centering method. Fold-changes were calculated by dividing protein intensity of Flag immunoprecipitates from RNF5-overexpressing cells by the protein intensity of Flag immunoprecipitates from control cells. Thresholds were set at 2 for fold-change and 0.05 for p value obtained using a two-sided Welch's t-test. Proteins identified in all RNF5 immunoprecipitation replicates but in one or no control IP replicates were considered potential RNF5 interactors if their corresponding fold-change was at least 2. Data from the Crapome (version 2.0)42 repository were downloaded to filter potential contaminants. Cytoscape (version 3.8.1)45 was used to generate the RNF5 interaction network and pathway enrichment analysis. Raw MS data were deposited in the MassIVE repository under the accession code MSV000083160.
Immunofluorescence microscopy. Cells were placed on coverslips on glass slides using a StatSpin cytofuge and fixed with 4% paraformaldehyde for 20 min at room temperature. Slides were then rinsed three times in PBS, and cells were permeabilized in 0.2% Triton X-100 in PBS for 5 min and blocked with 0.2% TX-100/10% FBS in PBS for 30 min. Primary antibodies were diluted in staining buffer (0.2% Triton X-100/2% FBS in PBS) and added to cells, and the slides were then incubated overnight at 4° C. in a humidified chamber. Slides were then washed three times in staining buffer, and secondary antibodies (Life Technologies) were diluted in staining buffer and added to slides for 1 h at room temperature in a humidified chamber shielded from light. Finally, slides were washed three times in staining buffer and mounted with Fluoroshield Mounting Medium containing 4′, 6-diamidino-2-phenylindole (DAPI; Sigma-Aldrich). Cells were analyzed using a fluorescence microscope (DMi8; Leica) with a 60× oil immersion objective. Images were processed using the 3D deconvolution tool from LASX software (Leica), and the same parameters were used to analyze all images.
Cell viability assay. Cell viability and growth were assayed using the CellTiter Glo kit (Promega) according to the manufacturer's recommendations. Cell lines were plated in white 96-well clear-bottomed plates (Corning) at a density of 7×103 cells/well, and growth was monitored every 24 h using CellTiter Glo reagent. Viability was quantified by measuring luminescence intensity with an Infinite 2000 Pro reader (Tecan).
Cell cycle analysis. Distribution of cells in each phase of the cell cycle was analyzed by propidium iodide staining (Merck). Briefly, 1×106 cells were washed twice with cold PBS and fixed in 70% ethanol in PBS at 4° C. overnight. Cells were washed, pelleted by centrifugation, and treated with RNase A (100 μg/mL) and propidium iodide (40 μg/mL) at room temperature for 30 min. Cell cycle distribution was assessed by flow cytometry (BD LSRFortessa™, BD Biosciences), and data was analyzed using FlowJo software.
Annexin V and propidium iodide staining. Cells were collected in FACS tubes, washed twice with ice-cold PBS, and resuspended in 100 μL PBS. Annexin V-APC (1.4 μg/mL) was added for 15 min at room temperature in the dark. Then, cells were washed in PBS and resuspended in 200 μL PBS, and then propidium iodide (50 μg/mL) was added. Finally, samples were analyzed by flow cytometry (BD LSRFortessa™, BD Biosciences). Gating strategy is provided in
Colony-forming assays. For the soft agar assay, a base layer was formed by mixing 1.5% soft agar (low-melting point agarose, Bio-Rad) and culture medium at a 1:1 ratio and placing the mixture in 6-well plates. Cells were resuspended in medium containing 0.3% soft agar and added to the base layer at 1×104 (MOLM-13) or 5×103 (U937) cells/well. Agar was solidified by incubation at 4° C. for 10 mins before incubation at 37° C. Plates were incubated at 37° C. in a humidified atmosphere for 12-18 days. Cells were then fixed overnight with 4% paraformaldehyde, washed with PBS, and stained with 0.05% crystal violet (Merck) for 20 min at room temperature and washed again with PBS. Plates were photographed and colonies were counted on the captured images.
For the methylcellulose assay, WT or Rnf5−/−Lin+Sca1+c-Kit+ cells transformed with GFP-MLL-AF9 were resuspended in methylcellulose M3234 (Stem Cell Technologies) supplemented with 6 ng/mL IL-3, 10 ng/mL IL-6, and 20 ng/mL stem cell factor (PeproTech). Cells were then added to 35-mm dishes at 103 cells/well and incubated for 6-7 days. Colonies were classified as compact and hypercellular (blast-like) or small and diffuse (differentiated). Virtually all colonies fell into one of these two categories.
RT-qPCR analysis. RNA was extracted using a GenElute Mammalian Total RNA Purification Kit (Sigma) according to standard protocols. RNA concentration was measured using a NanoDrop spectrophotometer (ThermoFisher). cDNA was synthesized from aliquots of 1 μg total RNA using a qScript cDNA Synthesis Kit (Quanta). Quantitative PCR was performed with SYBR Green I dye master mix (Roche) and a CFX connect Real-Time PCR System (Bio-Rad). Primer sequences are listed in Table 3. Primer efficiency was measured in preliminary experiments, and amplification specificity was confirmed by dissociation curve analysis.
Gene targeting using CRISPR/Cas9. RNF5 sgRNAs were cloned into the pKLV2-U6gRNA-(BbsI)-PGKpuro2ABFP-W lentiviral expression vector and transduced into Cas9-expressing cell lines. All gRNAs were cloned into the BbsI site of the gRNA expression vector as previously described 46. Briefly, HEK293T cells were co-transfected with pKLV2-U6gRNA-(BbsI)-PGKpuro2ABFP-W and ectopic packaging plasmids using CalFectin transfection reagent (SignaGen). Virus-containing supernatants were collected 48 h later. MOLM-13 cells were infected by addition of supernatants for 48 h. Cells were then selected with puromycin (0.5 μg/mL) for 48 h and viability was measured. The RNF5-targeting sgRNA sequences were: sgRNF5 #3 F-GCACCTGTACCCCGGCGGAA (SEQ ID NO: 25), and R-TTCCGCCGGGGTACAGGTGC (SEQ ID NO: 26), and sgRNF5 #4 F-GTTCCGCCGGGGTACAGGTG (SEQ ID NO: 27), and R-CACCTGTACCCCGGCGGAAC (SEQ ID NO: 28).
RNA-seq analysis. PolyA RNA was isolated using the NEBNext Poly(A) mRNA Magnetic Isolation Module, and bar-coded libraries were constructed using the NEBNext Ultra™ Directional RNA Library Prep Kit for Illumina (NEB, Ipswich, Mass.). Libraries were pooled and single end-sequenced (lx 75) on the Illumina NextSeq 500 using the High output V2 kit (Illumina, San Diego, Calif.). Quality control was performed using Fastqc (v0.11.5, Andrews S. 2010), reads were trimmed for adapters, low quality 5′ bases, and minimum length of 20 using CUTADAPT (v1.1). The number of reads per sample and the number of aligned reads suggested that read quality and number were good and that the data were valid for analysis. High-quality data were then mapped to human reference genome (hg19) using STAR mapping algorithm (version 2.5.2a) 47. Feature Counts implemented in Subread (v1.50)48 was used to count the sequencing reads from mapped BAM files. Analyses of differentially expressed genes was subsequently performed using a negative binomial test method (edgeR, v3.34.0)49 implemented using SARTools R Package (v1.2.0) 5°. A list of the differentially expressed genes was exported into excel file, and pathway analysis was performed by uploading the lists of differentially expressed genes to IPA (http://www.ingenuity.com) using the following criteria: |log 2(fold change)|>0.4 and P value <0.05. P values were determined using “Negative Binomial Generalized Linear Model (two sided)” to generate DEGs list. Multiple comparisons were also applied based on the “Benjamini & Hochberg” method. LINCS database 51 and other public data sets were processed by IPA. Molecular signatures for canonical pathways, upstream regulators, and causal networks were generated for each data set by IPA. Enrichment results in this study were compared to the LINCS molecular signatures by Analysis Match using z-scores developed by IPA. The z-scores represent how well activated or inhibited entities match data sets (% similarity). The top matched experiments in LINCS were selected by ranking the overall z-scores.
Chromatin immunoprecipitation (ChIP). ChIP analysis was performed using a ChIP Assay Kit (Millipore) following the manufacturer's instructions. Cells were fixed in 1% formaldehyde in PBS for 10 minutes at 37° C. Briefly, 1×106 cells were used for each reaction. Cells were fixed in 1% formaldehyde at 37° C. for 10 minutes, and nuclei were isolated with nuclear lysis buffer (Millipore) supplemented with a protease inhibitor cocktail (Millipore). Chromatin DNA was sonicated and sheared to a length between 200 bp and 1000 bp. Sheared chromatin was immunoprecipitated at 4° C. overnight with anti-H3K9ac (9649, Cell Signaling Technology), anti-H3K27ac (ab3594, Abcam), anti-H3K27me3 (9733, Cell Signaling Technology), anti-RBBP4 (NBP1-41201, Novus). IgG was used as a negative control and anti-RNA polII (Millipore) served as a positive control antibody. Protein A/G bead-antibody/chromatin complexes were washed with low salt buffer, high salt buffer, LiCl buffer, and then TE buffer to eliminate nonspecific binding. Protein/DNA complexes were reverse cross-linked, and DNA was purified using NucleoSpin®. Levels of ChIP-purified DNA were determined by qPCR (see Table 4 for primer sequences). Relative enrichments of the indicated DNA regions were calculated using the Percent Input Method according to the manufacturer's instructions and are presented as % input.
Small molecule epigenetic regulator screen. Aliquots of compounds (10 mM in DMSO) from a library of 261 epigenetic regulators were dispensed at final concentrations of 0.5 μM or 5 μM into the wells of a Greiner (Monroe, N.C., Cat #781080) 384-well TC-treated black plate using a Labcyte Echo 555 acoustic pipette (Labcyte, San Jose, Calif.). U937 cells expressing an inducible shRNF5 vector were induced with doxycycline for 72 h and dispensed into the prepared plates at a density of 5×102/well in 50μ.L RPMI-based culture medium (described above) using a Multidrop Combi (Thermo Fisher Scientific, Pittsburgh, Pa.). Plates were briefly centrifuged at −100 g and incubated at 37° C. with 5% CO2 for 6 more days using MicroClime Environmental lids (Labcyte, San Jose, Calif.). Plates were placed at room temperature for 30 min to equilibrate, 20 μL/well CellTiter-Glo Luminescent Cell Viability Assay reagent (Promega, Madison, Wis.) was added using a Multidrop Combi, and plates were analyzed with an EnVision multimode plate reader (PerkinElmer, Waltham, Mass.).
For the analysis, the intensity of induced shRNF5-expressing cells was divided by the intensity of uninduced cells. Ratios were log2 transformed and thresholds were calculated based on distribution of the log2 ratios. The upper threshold was calculated as the Q3+1.5×Q, where Q3 is the third quartile and IQ is the interquartile. The lower threshold was calculated as the Q1-1.5×IQ, where Q1 is the first quartile. Ratios outside these thresholds were considered outliers from the global ratio distribution and thus were potential candidates for having a differential effect on RNF5-KD or control cells.
MLL-AF9-mediated transformation of bone marrow cells and generation of MLL-AF9-leukemic mice. HEK293T cells were co-transfected with Murine Stem Cell Virus (MSCV)-based MLL-AF9 IRES-GFP 22 and ectopic packaging plasmids. Viral supernatants were collected 48 h later and added to Lin−Sca-1+c-Kit+ cells isolated from bone marrow of WT or Rnf5−/− C57BL/6 mice. Transduced cells were maintained in DMEM supplemented with 15% FBS, 6 ng/mL IL-3, 10 ng/mL IL-6, and 20 ng/mL stem cell factor, and transformed cells were selected by sorting for GFP+ cells. To generate “primary AML mice,” GFP-MLL-AF9-transduced cells were resuspended in PBS at 1×106 cells/200 μL and injected intravenously into sub-lethally irradiated (650 Rad) 6- to 8-week-old C57BL/6 female mice.
Statistical analysis. Differences between two groups were assessed using two-tailed unpaired or paired t-tests or Wilcoxon rank-sum test, and differences between group means were evaluated using t-tests or ANOVA. Two-way ANOVA with Tukey's multiple comparison test was used to evaluate experiments involving multiple groups. Survival was analyzed by the Kaplan-Meier method and evaluated with a log-rank test. All data were analyzed using GraphPad Prism version 8 or 9 (GraphPad, La Jolla, Calif., USA) and expressed as means±SD or SEM. P<0.05 was considered significant. NS stands for not statistically significant.
References 1-51 listed above are all incorporated herein by reference in their entirety for all purposes.
While preferred embodiments of the present invention have been shown and described herein, it will be obvious to those skilled in the art that such embodiments are provided by way of example only. It is not intended that the invention be limited by the specific examples provided within the specification. While the invention has been described with reference to the aforementioned specification, the descriptions and illustrations of the embodiments herein are not meant to be construed in a limiting sense. Numerous variations, changes, and substitutions will now occur to those skilled in the art without departing from the invention. Furthermore, it shall be understood that all aspects of the invention are not limited to the specific depictions, configurations or relative proportions set forth herein which depend upon a variety of conditions and variables. It should be understood that various alternatives to the embodiments of the invention described herein may be employed in practicing the invention. It is therefore contemplated that the invention shall also cover any such alternatives, modifications, variations or equivalents. It is intended that the following claims define the scope of the invention and that methods and structures within the scope of these claims and their equivalents be covered thereby.
This application claims benefit of U.S. Provisional Patent Application No. 63/270,461, filed Oct. 21, 2021, which application is incorporated herein by reference in its entirety.
This invention was made with government support under R35 CA197465 awarded by the National Institutes of Health. The government has certain rights in the invention.
Number | Date | Country | |
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63270461 | Oct 2021 | US |