Venetoclax, the first approved BH3 mimetic targeting BCL2, demonstrates high response rate in chronic lymphocytic leukemia (CLL) but resistant cases are emerging. Aside from BCL2 mutations affecting venetoclax binding, multiple lines of mounting evidence suggest a role for non-mutational mechanisms underlying resistance to this drug. By applying both CRISPR-Cas9 knock-out and ORF overexpression screens in the lymphoma cell line OCI-Ly1, we previously reported the identification of MCL-1 overexpression and of the AMPK/PKA signaling axis in altering energy metabolism underlying venetoclax resistance (Guieze, ASH 2018). Here, we report further in-depth exploration of the impact of these findings, discovered through the analysis of lymphoid cell lines, and of specimens collected from CLL patients developing venetoclax resistance. The resistant lymphoma cell lines that we generated (OCI-Ly1 and SU-DHL4 cells) displayed increased oxidative phosphorylation (OXPHOS) compared to the parental lines, measured by Seahorse assay. We instead observed that venetoclax rapidly perturbs OXPHOS in sensitive cells. This process is dependent on mitochondrial outer membrane permeabilization, as this effect is abrogated in BAX/BAK1 double knockout (KO) cells. Targeting OXPHOS was shown to synergize with venetoclax in vitro and in vivo, as combination of venetoclax and oligomicin (an inhibitor of the ATP synthase, the complex V of the mitochondrial electron transport chain), was more effective than each drug alone in reducing tumor growth of a subcutaneous NSG xenograft model based on OCI-Ly1. Among the candidate markers driving resistance identified from the genome-wide screens, we focused on AMP pathway members (AMPK and PKA) and the ID3 transcriptional regulator, given that ID3 KO cells demonstrated similar transcriptomic changes than the resistant OCI-Ly1 cells. We found that PRKAR2B (encoding a PKA subunit), already highlighted in our ORF screen, was the top transcript overexpressed when knocking out ID3. To clarify how the dominant-negative transcription factor ID3 regulates PRKAR2B expression, we performed ATAC-seq of the ID3 OCI-Ly1 knockout (vs control) lines in order to determine differential signatures of chromatin accessibility and transcription factor engagement. We showed that ID3 repression leads to genome-wide increased accessibility associated with motifs of the lymphoid transcription factor TCF3. TCF3 has previously been shown to interact with ID3 and to be involved in the transcription of ADIPOQ, which was identified in the GOF screen. TCF3 binding sites were confirmed to be present within putative enhancer regions of PRKAR2B in a B cell context. We then investigated whether our findings could be validated in patient samples. By whole-exome sequencing of matched pretreatment and venetoclax-resistant CLL samples collected from 6 patients, we did not detect any recurrent somatic mutations associated with resistance. The resistant samples from three of 6 patients, however, harbored subclones with 1q amplification in a common region encompassing the MCL1 locus. We identified 4 additional CLL cases relapsing on venetoclax with leukemia samples collected before and after relapse. By immunohistochemical staining of 9 of 10 cases for which tissue was available, we detected increased MCL-1 expression at relapse in 6 of 9 cases (p = 0.026). We furthermore confirmed the involvement of AMPK signaling by detecting evidence of AMPK, ACC and p-ACC expression in 4 of 9 patients (all p = 0.0062). ID3 expression was decreased at matched relapse samples (p = 0.0001), supporting the presence of the resistance circuit we identified above. Taken together, our results identified the increased MCL-1 expression and PKA/AMPK activation as underlying mechanisms for venetoclax resistance. Our data support the implementation of combinatorial therapy with metabolic modulators to address venetoclax resistance. Disclosures Guièze: Abbvie: Honoraria; Roche: Honoraria; Janssen: Honoraria; Gilead: Honoraria. Thompson:AbbVie: Research Funding; Amgen: Consultancy, Research Funding; Pfizer: Research Funding; Pharmacyclics: Research Funding; Genentech: Consultancy, Honoraria; Gilead: Consultancy, Honoraria. Davids:AbbVie, Acerta Pharma, Adaptive, Biotechnologies, Astra-Zeneca, Genentech, Gilead Sciences, Janssen, Pharmacyclics, TG therapeutics: Membership on an entity's Board of Directors or advisory committees; Research to Practice: Honoraria; AbbVie, Astra-Zeneca, Genentech, Janssen, MEI, Pharmacyclics, Syros Pharmaceuticals, Verastem: Consultancy; Acerta Pharma, Ascentage Pharma, Genentech, MEI pharma, Pharmacyclics, Surface Oncology, TG Therapeutics, Verastem: Research Funding. Brown:AbbVie: Consultancy; Acerta Pharma: Consultancy; Loxo: Consultancy, Research Funding; BeiGene: Consultancy; Catapult Therapeutics: Consultancy; AstraZeneca: Consultancy; Novartis: Consultancy; Pfizer: Consultancy; Pharmacyclics: Consultancy; Sunesis: Consultancy; TG Therapeutics: Consultancy; Verastem: Consultancy, Research Funding; Sun Pharmaceuticals: Research Funding; Janssen: Honoraria; Teva: Honoraria; Morphosys: Other: Data safety monitoring board; Invectys: Other: Data safety monitoring board; Octapharma: Consultancy; Kite, a Gilead Company: Consultancy, Research Funding; Juno/Celgene: Consultancy; Dynamo Therapeutics: Consultancy; Genentech/Roche: Consultancy; Gilead: Consultancy, Research Funding. Wierda:Xencor: Research Funding; Cyclcel: Research Funding; Genentech: Research Funding; Pharmacyclics LLC: Research Funding; Gilead Sciences: Research Funding; KITE pharma: Research Funding; Oncternal Therapeutics Inc.: Research Funding; Sunesis: Research Funding; AbbVie: Research Funding; Janssen: Research Funding; Acerta Pharma Inc: Research Funding; GSK/Novartis: Research Funding; Miragen: Research Funding; Loxo Oncology Inc.: Research Funding; Juno Therapeutics: Research Funding. Letai:AbbVie, AstraZeneca, Novartis: Consultancy, Research Funding; Zeno Pharmaceuticals, Vivid Bioscience, Flash Therapeutics, Dialectic Therapeutics: Membership on an entity's Board of Directors or advisory committees, Other: Cofounder or Advisory Board member. Neuberg:Pharmacyclics: Research Funding; Madrigal Pharmaceuticals: Equity Ownership; Celgene: Research Funding. Mootha:Jansen Pharmaceuticals: Other: SAB, compensation; 5am Ventures: Other: SAB, compensation; Raze Therapeutics: Other: Founder, SAB, equity. Getz:MuTect, ABSOLTUE, MutSig and POLYSOLVER: Patents & Royalties: MuTect, ABSOLTUE, MutSig and POLYSOLVER; Pharmacyclics: Research Funding; IBM: Research Funding. Wu:Pharmacyclics: Research Funding; Neon Therapeutics: Other: Member, Advisory Board.
When users search online for a business, the search engine may present them with a list of related business recommendations. We address the problem of constructing a useful and diverse list of such recommendations that would include an optimal combination of substitutes and complements. Substitutes are similar potential alternatives to the searched business, whereas complements are local businesses that can offer a more comprehensive and better rounded experience for a user visiting the searched locality. In our problem setting, each business belongs to a category in an ontology of business categories. Two businesses are defined as substitutes of one another if they belong to the same category, and as complements if they are otherwise relevant to each other. We empirically demonstrate that the related business recommendation lists generated by Google's search engine are too homogeneous, and overemphasize substitutes. We then use various data sources such as crowdsourcing, mobile maps directions queries, and the existing Google's related business graph to mine association rules to determine to which extent do categories complement each other, and establish relevance between businesses, using both category-level and individual business-level information. We provide an algorithmic approach that incorporates these signals to produce a list of recommended businesses that balances pairwise business relevance with overall diversity of the list. Finally, we use human raters to evaluate our system, and show that it significantly improves on the current Google system in usefulness of the generated recommendation lists.
Dysregulation of transcriptional control is a common phenomenon associated with oncogenesis. Inhibitors of DNA binding (ID) proteins are critical actors in lymphopoiesis, acting as regulators of transcription through a helix-loop-helix (HLH) domain which enables heterodimerization with basic HLH (bHLH) proteins inhibiting their binding to DNA. ID proteins have been implicated in malignant transformation, but their role in multiple myeloma (MM) is unknown. Here, we evaluated the role of ID proteins in biology and transcriptional dysregulation in MM. We first evaluated the expression of the four ID proteins in normal and malignant plasma cells using RNA sequencing data from a cohort of 360 newly diagnosed MM patients and 16 normal plasma cells. We observed significant downregulation of ID2 in primary patient MM cells in comparison to normal plasma cells (p 0.0013). To study ID2 function in MM cells, we next overexpressed ID2 in 2 MM cell lines (MM1S and NCIH929) and observed a significant decrease in proliferation rate, together with G0/G1 phase cell cycle arrest. We performed RNA-sequencing to evaluate the transcriptomic changes following ID2 overexpression. Gene set enrichment analysis (GSEA) revealed significant downregulation of genes involved in E2F pathway and significant changes in pathways related to immune response, regulation of cell death and cell proliferation. In addition, analysis of upstream cis-regulatory motifs of genes significantly dysregulated in both cell lines (>1.5 fold change) showed a highly significant enrichment for bHLH class I transcription factors (E proteins) binding motifs. Conversely, stable ID2 knockdown in 4 MM cell lines (MM1S, NCIH929, RPMI8226 and KMS11) expressing intermediate levels of ID2, showed an increased proliferation rate, assessed by cell counting, H3-thymidine incorporation and ATP production. RNA-sequencing after ID2 knockdown in MM1S and NCIH929 cells showed 600 common genes upregulated in both cell lines (>1.5 fold change). GSEA revealed upregulation of pathways involved in inflammatory response and epithelial-to-mesenchymal transition, while upstream cis regulatory motifs analysis showed a highly significant enrichment for binding motifs of bHLH class I transcription factors E proteins, in particular Tcf3 (p <0.0001). Next, we sought to investigate the mechanisms involved in ID2 downregulation in MM. Since the role of the microenvironment is critical in myelomagenesis, we evaluated the impact of BM microenvironment on ID2 expression in a co-culture system. Using bone marrow stromal cells (BMSC) derived from MM patients and stromal cell line (HS5) in co-culture with various MM cell lines, we observed that both cell-cell interactions and soluble factors secreted by BMSC or HS5 were able to significantly downregulate ID2 expression at the RNA and protein level. Furthermore, ID2 overexpression in MM cell lines (MM1S and NCIH929) abrogated the impact of BMSC on MM cell proliferation. Next, we evaluated ID2 promoter methylation profile and binding motifs using Sequenom mass array and the assay for transposase-accessible chromatin sequencing (ATAC-seq), respectively. While we didn't observe any increase in methylation of CpG islands located in ID2 promoter in co-culture, explaining ID2 downregulation, we identified several binding motifs corresponding to known driver transcription factors in MM. Especially, we identified SP1 binding motif and we confirmed SP1 binding to ID2 promoter by ChIP-sequencing in MM1S, NCIH929 and U266. These data demonstrate that in MM, ID2 acts as a tumor suppressor by promoting major transcriptomic changes and cell cycle arrest. Bone marrow stromal cells further induce significant downregulation of ID2 in myeloma cells suggesting that ID2/bHLH axis and other ID2 related pathways represent a potential new therapeutic target in myeloma. Disclosures Anderson: Gilead: Membership on an entity's Board of Directors or advisory committees; Bristol Myers Squibb: Consultancy; Celgene: Consultancy; C4 Therapeutics: Equity Ownership, Other: Scientific founder; OncoPep: Equity Ownership, Other: Scientific founder; Millennium Takeda: Consultancy. Munshi:OncoPep: Other: Board of director.
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.
hi@scite.ai
10624 S. Eastern Ave., Ste. A-614
Henderson, NV 89052, USA
Copyright © 2024 scite LLC. All rights reserved.
Made with 💙 for researchers
Part of the Research Solutions Family.