Search Results - "Shahrokh Esfahani, Mohammad"
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An experimental design framework for Markovian gene regulatory networks under stationary control policy
Published in BMC systems biology (21-12-2018)“…A fundamental problem for translational genomics is to find optimal therapies based on gene regulatory intervention. Dynamic intervention involves a control…”
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Classifier design given an uncertainty class of feature distributions via regularized maximum likelihood and the incorporation of biological pathway knowledge in steady-state phenotype classification
Published in Pattern recognition (01-10-2013)“…Contemporary high-throughput technologies provide measurements of very large numbers of variables but often with very small sample sizes. This paper proposes…”
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3
Effect of separate sampling on classification accuracy
Published in Bioinformatics (15-01-2014)“…Measurements are commonly taken from two phenotypes to build a classifier, where the number of data points from each class is predetermined, not random. In…”
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Evaluating upfront high-dose consolidation after R-CHOP for follicular lymphoma by clinical and genetic risk models
Published in Blood advances (22-09-2020)“…High-dose therapy and autologous stem cell transplantation (HDT/ASCT) is an effective salvage treatment for eligible patients with follicular lymphoma (FL) and…”
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Circulating Tumor DNA Measurements As Early Outcome Predictors in Diffuse Large B-Cell Lymphoma
Published in Journal of clinical oncology (01-10-2018)“…Outcomes for patients with diffuse large B-cell lymphoma remain heterogeneous, with existing methods failing to consistently predict treatment failure. We…”
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Early Detection of Molecular Residual Disease in Localized Lung Cancer by Circulating Tumor DNA Profiling
Published in Cancer discovery (01-12-2017)“…Identifying molecular residual disease (MRD) after treatment of localized lung cancer could facilitate early intervention and personalization of adjuvant…”
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Incorporating biological prior knowledge for Bayesian learning via maximal knowledge-driven information priors
Published in BMC bioinformatics (28-12-2017)“…Phenotypic classification is problematic because small samples are ubiquitous; and, for these, use of prior knowledge is critical. If knowledge concerning the…”
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Constructing Pathway-Based Priors within a Gaussian Mixture Model for Bayesian Regression and Classification
Published in IEEE/ACM transactions on computational biology and bioinformatics (01-03-2019)“…Gene-expression-based classification and regression are major concerns in translational genomics. If the feature-label distribution is known, then an optimal…”
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Distinct biological subtypes and patterns of genome evolution in lymphoma revealed by circulating tumor DNA
Published in Science translational medicine (09-11-2016)“…Patients with diffuse large B cell lymphoma (DLBCL) exhibit marked diversity in tumor behavior and outcomes, yet the identification of poor-risk groups remains…”
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Determinants of resistance to engineered T cell therapies targeting CD19 in large B cell lymphomas
Published in Cancer cell (09-01-2023)“…Most relapsed/refractory large B cell lymphoma (r/rLBCL) patients receiving anti-CD19 chimeric antigen receptor (CAR19) T cells relapse. To characterize…”
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Short Diagnosis-to-Treatment Interval Is Associated With Higher Circulating Tumor DNA Levels in Diffuse Large B-Cell Lymphoma
Published in Journal of clinical oncology (10-08-2021)“…Patients with Diffuse Large B-cell Lymphoma (DLBCL) in need of immediate therapy are largely under-represented in clinical trials. The diagnosis-to-treatment…”
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Distinct Hodgkin lymphoma subtypes defined by noninvasive genomic profiling
Published in Nature (London) (25-01-2024)“…The scarcity of malignant Hodgkin and Reed–Sternberg cells hampers tissue-based comprehensive genomic profiling of classic Hodgkin lymphoma (cHL). By contrast,…”
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Intrinsically Bayesian Robust Kalman Filter: An Innovation Process Approach
Published in IEEE transactions on signal processing (15-05-2017)“…In many contemporary engineering problems, model uncertainty is inherent because accurate system identification is virtually impossible owing to system…”
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Optimal Bayesian Kalman Filtering With Prior Update
Published in IEEE transactions on signal processing (15-04-2018)“…In many practical filter design problems, the exact statistical information of the underlying random processes is not available. One robust filtering approach…”
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Inferring gene expression from cell-free DNA fragmentation profiles
Published in Nature biotechnology (01-04-2022)“…Profiling of circulating tumor DNA (ctDNA) in the bloodstream shows promise for noninvasive cancer detection. Chromatin fragmentation features have previously…”
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Discrete optimal Bayesian classification with error-conditioned sequential sampling
Published in Pattern recognition (01-11-2015)“…When in possession of prior knowledge concerning the feature-label distribution, in particular, when it is known that the feature-label distribution belongs to…”
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Longitudinal Noninvasive Surveillance & Fragmentomic Characterization of Follicular Lymphoma
Published in Blood (02-11-2023)“…Introduction While cell-free DNA (cfDNA) plays an increasingly defined role in aggressive lymphomas, its characteristics in indolent lymphomas are less…”
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An Integrated Multimodal Framework for Noninvasive TCL Disease Detection and Monitoring
Published in Blood (02-11-2023)“…Background: Early noninvasive identification of therapeutic responses could help accelerate the development of more effective therapies for T-cell lymphoma…”
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Distinct Circulating Genomic Features of Classical Hodgkin Lymphoma of Older Adults
Published in Blood (02-11-2023)“…Introduction: Despite significant progress in curing younger patients with classical Hodgkin lymphoma (cHL), older patients continue to have substantially…”
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