ABSTRACT
BACKGROUND: Many older adults with B-cell precursor acute lymphoblastic leukemia (BCP-ALL) have a relapse despite having a measurable residual disease (MRD)-negative complete remission with combination chemotherapy. The addition of blinatumomab, a bispecific T-cell engager molecule that is approved for the treatment of relapsed, refractory, and MRD-positive BCP-ALL, may have efficacy in patients with MRD-negative remission. METHODS: In a phase 3 trial, we randomly assigned patients 30 to 70 years of age with BCR::ABL1-negative BCP-ALL (with :: indicating fusion) who had MRD-negative remission (defined as <0.01% leukemic cells in bone marrow as assessed on flow cytometry) after induction and intensification chemotherapy to receive four cycles of blinatumomab in addition to four cycles of consolidation chemotherapy or to receive four cycles of consolidation chemotherapy alone. The primary end point was overall survival, and relapse-free survival was a secondary end point. RESULTS: The data and safety monitoring committee reviewed the results from the third efficacy interim analysis and recommended that they be reported. Complete remission with or without full count recovery was observed in 395 of 488 enrolled patients (81%). Of the 224 patients with MRD-negative status, 112 were assigned to each group. The characteristics of the patients were balanced between the groups. At a median follow-up of 43 months, an advantage was observed in the blinatumomab group as compared with the chemotherapy-only group with regard to overall survival (at 3 years: 85% vs. 68%; hazard ratio for death, 0.41; 95% confidence interval [CI], 0.23 to 0.73; P = 0.002), and the 3-year relapse-free survival was 80% with blinatumomab and 64% with chemotherapy alone (hazard ratio for relapse or death, 0.53; 95% CI, 0.32 to 0.87). A higher incidence of neuropsychiatric events was reported in the blinatumomab group than in the chemotherapy-only group. CONCLUSIONS: The addition of blinatumomab to consolidation chemotherapy in adult patients in MRD-negative remission from BCP-ALL significantly improved overall survival. (Funded by the National Institutes of Health and others; E1910 ClinicalTrials.gov number, NCT02003222.).
Subject(s)
Antibodies, Bispecific , Antineoplastic Combined Chemotherapy Protocols , Neoplasm, Residual , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma , Humans , Antibodies, Bispecific/adverse effects , Antibodies, Bispecific/therapeutic use , Antibodies, Bispecific/administration & dosage , Adult , Middle Aged , Male , Female , Aged , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/mortality , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/pathology , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Consolidation Chemotherapy , Remission Induction , Disease-Free Survival , Kaplan-Meier Estimate , Survival Analysis , Recurrence , Antineoplastic Agents/therapeutic use , Antineoplastic Agents/adverse effects , Induction ChemotherapyABSTRACT
Stalled replication forks can be processed by several distinct mechanisms collectively called post-replication repair which includes homologous recombination, fork regression, and translesion DNA synthesis. However, the regulation of the usage between these pathways is not fully understood. The Rad51 protein plays a pivotal role in maintaining genomic stability through its roles in HR and in protecting stalled replication forks from degradation. We report the isolation of separation-of-function mutations in Saccharomyces cerevisiae Rad51 that retain their recombination function but display a defect in fork protection leading to a shift in post-replication repair pathway usage from HR to alternate pathways including mutagenic translesion synthesis. Rad51-E135D and Rad51-K305N show normal in vivo and in vitro recombination despite changes in their DNA binding profiles, in particular to dsDNA, with a resulting effect on their ATPase activities. The mutants lead to a defect in Rad51 recruitment to stalled forks in vivo as well as a defect in the protection of dsDNA from degradation by Dna2-Sgs1 and Exo1 in vitro . A high-resolution cryo-electron microscopy structure of the Rad51-ssDNA filament at 2.4 Å resolution provides a structural basis for a mechanistic understanding of the mutant phenotypes. Together, the evidence suggests a model in which Rad51 binding to duplex DNA is critical to control pathway usage at stalled replication forks.
ABSTRACT
Homologous recombination (HR) is a high-fidelity repair mechanism for double-strand breaks. Rad51 is the key enzyme that forms filaments on single-stranded DNA (ssDNA) to catalyze homology search and DNA strand exchange in recombinational DNA repair. In this study, we employed single-particle cryo-electron microscopy (cryo-EM) to ascertain the density map of the budding yeast Rad51-ssDNA filament bound to ADP-AlF 3 , achieving a resolution of 2.35 Å without imposing helical symmetry. The model assigned 6 Rad51 protomers, 24 nt of DNA, and 6 bound ADP-AlF 3 . It shows 6-fold symmetry implying monomeric building blocks, unlike the structure of the Rad51-I345T mutant filament with three-fold symmetry implying dimeric building blocks, for which the structural comparisons provide a satisfying mechanistic explanation. This image analysis enables comprehensive comparisons of individual Rad51 protomers within the filament and reveals local conformational movements of amino acid side chains. Notably, Arg293 in Loop1 adopts multiple conformations to facilitate Leu296 and Val331 in separating and twisting the DNA triplets. We also analyzed the predicted structures of yeast Rad51-K342E and two tumor-derived human RAD51 variants, RAD51-Q268P and RAD51-Q272L, using the Rad51-ssDNA structure from this study as a reference.
ABSTRACT
As noncommunicable diseases (NCDs) pose a significant global health burden, identifying effective diagnostic and predictive markers for these diseases is of paramount importance. Epigenetic modifications, such as DNA methylation, have emerged as potential indicators for NCDs. These have previously been exploited in other contexts within the framework of neural network models that capture complex relationships within the data. Applications of neural networks have led to significant breakthroughs in various biological or biomedical fields but these have not yet been effectively applied to NCD modeling. This is, in part, due to limited datasets that are not amenable to building of robust neural network models. In this work, we leveraged a neural network trained on one class of NCDs, cancer, as the basis for a transfer learning approach to non-cancer NCD modeling. Our results demonstrate promising performance of the model in predicting three NCDs, namely, arthritis, asthma, and schizophrenia, for the respective blood samples, with an overall accuracy (f-measure) of 94.5%. Furthermore, a concept based explanation method called Testing with Concept Activation Vectors (TCAV) was used to investigate the importance of the sample sources and understand how future training datasets for multiple NCD models may be improved. Our findings highlight the effectiveness of transfer learning in developing accurate diagnostic and predictive models for NCDs.
Subject(s)
Noncommunicable Diseases , Humans , Neural Networks, Computer , Machine LearningABSTRACT
BACKGROUND: Hairy cell leukemia (HCL) is characterized by the underlying genetic lesion of BRAFV600E and responsiveness to BRAF inhibitors. We assessed the safety and activity of the BRAF inhibitor vemurafenib combined with obinutuzumab in patients with previously untreated HCL. METHODS: We conducted a single-arm, multicenter clinical study of vemurafenib plus obinutuzumab. Vemurafenib 960 mg twice daily was administered for four cycles, and obinutuzumab was administered in cycles 2 to 4. The primary end point was complete remission (CR). Secondary end points included assessment of safety, minimal residual disease (MRD), and BRAF allele burden according to digital droplet polymerase chain reaction (ddPCR). RESULTS: Thirty patients were enrolled in the study, and 27 patients completed all four cycles of treatments and achieved CR (90%; 95% confidence interval [CI], 73 to 98). Three patients discontinued the study early because of adverse events and were not evaluable for response. Of the 27 patients who achieved CR, 26 patients (96%; 95% CI, 81 to 99) achieved MRD negativity. BRAFV600E allele was undetectable by ddPCR in all 21 evaluable patients. At a median follow-up of 34.9 months (95% CI, 29.6 to 36.9), no patient experienced disease relapse. The most common vemurafenib-related adverse events were rash and arthralgia. Febrile neutropenia occurred in two patients, and blood or platelet transfusions were required in two patients. CONCLUSIONS: Combined time-limited vemurafenib and obinutuzumab achieved CR in more than 90% of patients with previously untreated HCL. In this small study, acquired vemurafenib resistance or dose-limiting toxicity was not observed. Patients were not observed long enough to reveal secondary malignancies. (Funded by the National Cancer Institute and others; ClinicalTrials.gov number, NCT03410875.)