The BCL-2 inhibitor venetoclax combined with hypomethylating agents or low-dose cytarabine represents an important new therapy for older or unfit patients with acute myeloid leukemia (AML). We analyzed 81 patients receiving these venetoclax-based combinations to identify molecular correlates of durable remission, response followed by relapse (adaptive resistance), or refractory disease (primary resistance). High response rates and durable remissions were typically associated with NPM1 or IDH2 mutations, with prolonged molecular remissions prevalent for NPM1 mutations. Primary and adaptive resistance to venetoclax-based combinations was most commonly characterized by acquisition or enrichment of clones activating signaling pathways such as FLT3 or RAS or biallelically perturbing TP53. Single-cell studies highlighted the polyclonal nature of intratumoral resistance mechanisms in some cases. Among cases that were primary refractory, we identified heterogeneous and sometimes divergent interval changes in leukemic clones within a single cycle of therapy, highlighting the dynamic and rapid occurrence of therapeutic selection in AML. In functional studies, FLT3 internal tandem duplication gain or TP53 loss conferred cross-resistance to both venetoclax and cytotoxic-based therapies. Collectively, we highlight molecular determinants of outcome with clinical relevance to patients with AML receiving venetoclax-based combination therapies.
The BCL2 inhibitor venetoclax induces high rates of durable remission in patients with previously treated chronic lymphocytic leukemia (CLL). However, despite continuous daily treatment, leukemia recurs in most patients. To investigate the mechanisms of secondary resistance, we analyzed paired pre-venetoclax and progression samples from 15 patients with CLL progression enrolled on venetoclax clinical trials. The novel Gly101Val mutation in BCL2 was identifi ed at progression in 7 patients, but not at study entry. It was fi rst detectable after 19 to 42 months of therapy, and its emergence anticipated clinical disease progression by many months. Gly101Val reduces the affi nity of BCL2 for venetoclax by ∼180-fold in surface plasmon resonance assays, thereby preventing the drug from displacing proapoptotic mediators from BCL2 in cells and conferring acquired resistance in cell lines and primary patient cells. This mutation provides new insights into the pathobiology of venetoclax resistance and provides a potential biomarker of impending clinical relapse. SIGNIFICANCE: Why CLL recurs in patients who achieve remission with the BCL2 inhibitor venetoclax has been unknown. We provide the fi rst description of an acquired point mutation in BCL2 arising recurrently and exclusively in venetoclax-treated patients. The mutation reduces venetoclax binding and is suffi cient to confer resistance.
Venetoclax induces high rates of response (~80%), including complete remissions (CR) in patients with heavily pre-treated chronic lymphocytic leukemia (CLL) through inhibition of BCL2. Despite achieving deep and durable responses, most patients will eventually experience disease progression on treatment. The molecular mechanisms that mediate clinical resistance to venetoclax in vivo are largely unknown. From a cohort of 67 relapsed CLL patients (Anderson et al, Blood 2017; 129:3362-3370) treated with venetoclax on three early phase clinical trials, we performed focussed genomic evaluation in those with CLL-type progressions (as opposed to large cell Richter's transformation). Targeted amplicon next generation sequencing of a panel of 33 genes recurrently mutated in lymphoid malignancy was performed where suitable pre- and post-progression samples were available. Twenty-one patients experienced CLL progression after a median of 36 months (range 6 - 73). Fifteen patients had paired samples for detailed analyses. A single heterozygous nucleotide variant was detected in BCL2 (NM_000633.2:c.302G>T, p.(Gly101Val)) in progression samples in 7 of 15 patients (Fig 1A). Further investigation using a highly sensitive (limit of detection 0.01%) and specific droplet digital PCR (ddPCR) assay indicated that the Gly101Val mutation was first detected at low variant allele fraction after 19-42 months on venetoclax, up to 25 months earlier than when standard disease progression criteria were met. The Gly101Val was not detected prior to venetoclax treatment in this cohort and was not detected in a series of samples from patients treated at our institution who had not received venetoclax (CLL [n=74], NHL [n=198], myeloma [n=103]) nor has it been described in cancer (COSMIC) or population (gnomAD) databases. To investigate whether Gly101Val directly causes resistance to venetoclax, we expressed it in two B-lineage cell lines (RS4;11 and KMS-PE-12). Gly101Val cells were ~30-fold less sensitive to venetoclax than cells expressing wild-type (WT) BCL2. The Gly101Val mutation conferred a selective advantage during continuous exposure to sublethal concentrations of venetoclax in 3-week cultures. The same phenomena was observed with primary patient Gly101Val mutant cells in both short-term survival assays and when cultured in a bone marrow stromal model (Thijssen et al, Haematologica 2015;100:302-6). On stroma, primary cells bearing the Gly101Val mutation demonstrated markedly increased resistance to venetoclax with concentrations higher than achievable clinically in vivo. In the absence of venetoclax, the Gly101Val mutant demonstrated preserved normal function by protecting cell lines from apoptosis induced by cytotoxics with similar effectiveness to WT BCL2. In binding assays, the capacity for venetoclax to compete in vitro with BIM for binding to the Gly101Val mutant was markedly reduced (~180-fold) compared to WT BCL2. This is most likely explained by the presence of a bulkier valine residue in a region juxtaposed to the venetoclax binding groove (Fig 1B). In cell-based assays, whilst venetoclax readily displaced BAX and BAK from WT BCL2 it was ineffective when these pro-apoptotic molecules were bound to the Gly101Val mutant. We observed that not all CLL cells at progression carried the Gly101Val mutation. One patient harbored distinct subclones with and without the BCL2 Gly101Val mutation at progression. The subclone with exclusively WT BCL2 was observed to have elevated BCL-xL by mass cytometry (CyTOF), while the Gly101Val clone had minimal BCL-xL expression. Together these data indicate that whilst the Gly101Val mutation is sufficient to enable clinical resistance to venetoclax, alternative mechanisms may also mediate resistance in the same patient. In conclusion, we have identified and functionally characterized a novel recurrent BCL2 mutation (Gly101Val) emerging in a cohort of patients with CLL-type progressions treated with venetoclax. The BCL2 Gly101Val impairs binding of venetoclax to BCL2, confers resistance to venetoclax in both patient leukemia cells and engineered cell lines, and provides a selective growth advantage over wild-type cells when maintained in the presence of the drug in vitro. This mutation provides new insights into the pathobiology of venetoclax resistance and provides a potential biomarker of impending clinical relapse. Figure 1 Figure 1. Disclosures Anderson: Walter and Eliza Hall: Employment, Patents & Royalties; AbbVie, Inc: Research Funding; Genentech: Research Funding. Gong:The Walter and Eliza Hall Institute of Medical Research: Other: Institutional funding for venetoclax including milestone and royalty payments.. Thijssen:The Walter and Eliza Hall Institute of Medical Research: Other: Institutional funding for venetoclax including milestone and royalty payments.. Birkinshaw:The Walter and Eliza Hall Institute of Medical Research: Other: Institutional funding for venetoclax including milestone and royalty payments.. Teh:The Walter and Eliza Hall Institute of Medical Research: Other: Institutional funding for venetoclax including milestone and royalty payments.. Xu:The Walter and Eliza Hall Institute of Medical Research: Other: Institutional funding for venetoclax including milestone and royalty payments.. Flensburg:The Walter and Eliza Hall Institute of Medical Research: Other: Institutional funding for venetoclax including milestone and royalty payments.. Lew:Walter and Eliza Hall: Employment, Patents & Royalties. Majewski:Abbvie: Patents & Royalties: I am an employee of the Walter and Eliza Hall Institute which receives milestone and royalty payments related to venetoclax. Gray:The Walter and Eliza Hall Institute of Medical Research: Other: Institutional funding for venetoclax including milestone and royalty payments.. Tam:Gilead: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees; Abbvie: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees, Research Funding, Speakers Bureau; BeiGene: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees, Research Funding; Pharmacyclics: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees; Janssen: Consultancy, Honoraria, Research Funding. Seymour:AbbVie: Consultancy, Honoraria, Research Funding; F. Hoffmann-La Roche Ltd: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees; Genentech Inc: Consultancy, Membership on an entity's Board of Directors or advisory committees, Research Funding; Janssen: Honoraria, Research Funding; Celgene: Consultancy. Czabotar:The Walter and Eliza Hall Institute of Medical Research: Other: Institutional funding for venetoclax including milestone and royalty payments.. Huang:The Walter and Eliza Hall Institute of Medical Research: Other: Institutional funding for venetoclax including milestone and royalty payments.. Roberts:Walter and Eliza Hall: Employment, Patents & Royalties: Employee of Walter and Eliza Hall Institute of Medical Research which receives milestone and royalty payments related to venetoclax; AbbVie: Research Funding; Genentech: Research Funding; Janssen: Research Funding.
BackgroundUnderstanding the cancer genome is seen as a key step in improving outcomes for cancer patients. Genomic assays are emerging as a possible avenue to personalised medicine in breast cancer. However, evolution of the cancer genome during the natural history of breast cancer is largely unknown, as is the profile of disease at death. We sought to study in detail these aspects of advanced breast cancers that have resulted in lethal disease.Methods and FindingsThree patients with oestrogen-receptor (ER)-positive, human epidermal growth factor receptor 2 (HER2)-negative breast cancer and one patient with triple negative breast cancer underwent rapid autopsy as part of an institutional prospective community-based rapid autopsy program (CASCADE). Cases represented a range of management problems in breast cancer, including late relapse after early stage disease, de novo metastatic disease, discordant disease response, and disease refractory to treatment. Between 5 and 12 metastatic sites were collected at autopsy together with available primary tumours and longitudinal metastatic biopsies taken during life. Samples underwent paired tumour-normal whole exome sequencing and single nucleotide polymorphism (SNP) arrays. Subclonal architectures were inferred by jointly analysing all samples from each patient. Mutations were validated using high depth amplicon sequencing.Between cases, there were significant differences in mutational burden, driver mutations, mutational processes, and copy number variation. Within each case, we found dramatic heterogeneity in subclonal structure from primary to metastatic disease and between metastatic sites, such that no single lesion captured the breadth of disease. Metastatic cross-seeding was found in each case, and treatment drove subclonal diversification. Subclones displayed parallel evolution of treatment resistance in some cases and apparent augmentation of key oncogenic drivers as an alternative resistance mechanism. We also observed the role of mutational processes in subclonal evolution.Limitations of this study include the potential for bias introduced by joint analysis of formalin-fixed archival specimens with fresh specimens and the difficulties in resolving subclones with whole exome sequencing. Other alterations that could define subclones such as structural variants or epigenetic modifications were not assessed.ConclusionsThis study highlights various mechanisms that shape the genome of metastatic breast cancer and the value of studying advanced disease in detail. Treatment drives significant genomic heterogeneity in breast cancers which has implications for disease monitoring and treatment selection in the personalised medicine paradigm.
A modified Chromium 10x droplet-based protocol that subsamples cells for both short-read and long-read (nanopore) sequencing together with a new computational pipeline (FLAMES) is developed to enable isoform discovery, splicing analysis, and mutation detection in single cells. We identify thousands of unannotated isoforms and find conserved functional modules that are enriched for alternative transcript usage in different cell types and species, including ribosome biogenesis and mRNA splicing. Analysis at the transcript level allows data integration with scATAC-seq on individual promoters, improved correlation with protein expression data, and linked mutations known to confer drug resistance to transcriptome heterogeneity.
We present a new model for simulating exclusive final states in minimum-bias collisions between hadrons. In a series of papers we have developed a Monte Carlo model based on Mueller's dipole picture of BFKL-evolution, supplemented with non-leading corrections, which has shown to be very successful in describing inclusive and semi-inclusive observables in hadron collisions. In this paper we present a further extension of this model to also describe exclusive final states. This is a highly non-trivial extension, and we have encountered many details that influence the description, and for which no guidance from perturbative QCD could be found. Hence we have had to make many choices based on semi-classical and phenomenological arguments. The end result is a new event generator called DIPSY which can be used to simulate complete minimum-bias non-diffractive hadronic collision events. Although the description of data from the Tevatron and LHC is not quite as good as for PYTHIA 8, the most advanced of the general purpose event generator programs for these processes, our results are clearly competitive, and can be expected to improve with careful tuning. In addition, as our model is very different from conventional multiple scattering scenaria, the DIPSY program can be used to gain deeper insight in the soft and semi-hard processes involved both in hadronic and heavy ion collisions.
Selective targeting of BCL2 with the BH3-mimetic venetoclax is proving transformative for patients with various leukemias. TP53 controls apoptosis upstream from where BCL2 and its pro-survival relatives, such as MCL1, act. Therefore, targeting these pro-survival proteins could trigger apoptosis across diverse blood cancers, irrespective of TP53 mutation status. Indeed, targeting BCL2 has produced clinically relevant responses in blood cancers with aberrant TP53. However, we show that TP53 mutated or deficient myeloid and lymphoid leukemias outcompete isogenic controls with intact TP53, unless sufficient concentrations of BH3-mimetics targeting BCL2 or MCL1 are applied. Strikingly, tumor cells with TP53 dysfunction escape and thrive over time if inhibition of BCL2 or MCL1 is sub-lethal, in part because of an increased threshold for BAX/BAK activation in these cells. Our study reveals the key role of TP53 in shaping long-term responses to BH3-mimetic drugs and reconciles the disparate pattern of initial clinical response to venetoclax, followed by subsequent treatment failure among patients with TP53-mutant chronic lymphocytic leukemia (CLL) or acute myeloid leukemia (AML). In contrast to BH3-mimetics targeting just BCL2 or MCL1 at doses which are individually sub-lethal, we find that a combined BH3-mimetic approach targeting both pro-survival proteins enhances lethality and durably suppresses leukemic burden, regardless of TP53 mutation status. Our findings highlight the importance of employing sufficiently lethal treatment strategies to maximize outcomes for patients with TP53-mutant disease. In addition, our findings caution against use of sub-lethal BH3-mimetic drug regimens, which may enhance the risk of disease progression driven by emergent TP53 mutant clones.
We present a dynamical study of the double parton distribution in impact parameter space, which enters into the double scattering cross section in hadronic collisions. This distribution is analogous to the generalized parton densities in momentum space. We use the Lund Dipole Cascade model, presented in earlier articles, which is based on BFKL evolution including essential higher order corrections and saturation effects. As result we find large correlation effects, which break the factorization of the double scattering process. At small transverse separation we see the development of "hot spots", which become stronger with increasing Q 2 . At smaller x-values the distribution widens, consistent with the shrinking of the diffractive peak in elastic scattering. The dependence on Q 2 is, however, significantly stronger than the dependence on x, which has implications for extrapolations to LHC, e.g. for results for underlying events associated with the production of new heavy particles.
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