Special Issue "Multi-Omics and Precision Medicine of Leukemia"
A special issue of Genes (ISSN 2073-4425). This special issue belongs to the section "Bioinformatics".
Deadline for manuscript submissions: 5 February 2023 | Viewed by 48
Special Issue Editor
Special Issue Information
Dear Colleagues,
High-throughput sequencing technologies can characterize cancer samples at multiple molecular levels. The integrative analysis of multi-omics datasets is a core and critical step for precision medicine frameworks that can help in understanding patient and disease-specific variations. A single-omics approach cannot comprehensively view a disease's genetic, biochemical, metabolic, proteomic, and epigenetic processes. To address the significant challenges of precision medicine in oncology (including patient phenotyping, biomarker discovery, and drug repurposing), computational multi-omics approaches based on machine learning techniques are proposed as promising tools to profile patients in multiple dysfunctions in a biological system that cancer mechanisms may alter. Analysis of datasets generated by multi-omics sequencing requires the development of computational methods, covering data integration, statistical methods, and artificial intelligence systems to derive actionable knowledge from the data. Based on bioinformatics technologies and methods to explore scientific issues related to multi-omics and precision medicine focusing on leukemia, a Special Issue of Genes is being issued. Authors are encouraged to submit innovative tools describing the integration of heterogeneous data, solving multi-omics machine learning methods and frameworks for data complexity, reviews or comparisons of existing tools and methods, and manuscripts dealing with bioinformatics analysis methods, ultimately providing theoretical references and actionable results for clinical practice.
Prof. Dr. Dong Wang
Guest Editor
Manuscript Submission Information
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Keywords
- multi-omics data
- precision medicine
- leukemia
- bioinformatics
- computational approach