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1.
Nat Commun ; 14(1): 5809, 2023 09 19.
Article in English | MEDLINE | ID: mdl-37726316

ABSTRACT

Shotgun proteomics is essential for protein identification and quantification in biomedical research, but protein isoform characterization is challenging due to the extensive number of peptides shared across proteins, hindering our understanding of protein isoform regulation and their roles in normal and disease biology. We systematically assess the challenge and opportunities of shotgun proteomics-based protein isoform characterization using in silico and experimental data, and then present SEPepQuant, a graph theory-based approach to maximize isoform characterization. Using published data from one induced pluripotent stem cell study and two human hepatocellular carcinoma studies, we demonstrate the ability of SEPepQuant in addressing the key limitations of existing methods, providing more comprehensive isoform-level characterization, identifying hundreds of isoform-level regulation events, and facilitating streamlined cross-study comparisons. Our analysis provides solid evidence to support a widespread role of protein isoform regulation in normal and disease processes, and SEPepQuant has broad applications to biological and translational research.


Subject(s)
Biomedical Research , Carcinoma, Hepatocellular , Liver Neoplasms , Humans , Proteomics , Protein Isoforms/genetics
2.
Cancer Cell ; 39(4): 509-528.e20, 2021 04 12.
Article in English | MEDLINE | ID: mdl-33577785

ABSTRACT

Glioblastoma (GBM) is the most aggressive nervous system cancer. Understanding its molecular pathogenesis is crucial to improving diagnosis and treatment. Integrated analysis of genomic, proteomic, post-translational modification and metabolomic data on 99 treatment-naive GBMs provides insights to GBM biology. We identify key phosphorylation events (e.g., phosphorylated PTPN11 and PLCG1) as potential switches mediating oncogenic pathway activation, as well as potential targets for EGFR-, TP53-, and RB1-altered tumors. Immune subtypes with distinct immune cell types are discovered using bulk omics methodologies, validated by snRNA-seq, and correlated with specific expression and histone acetylation patterns. Histone H2B acetylation in classical-like and immune-low GBM is driven largely by BRDs, CREBBP, and EP300. Integrated metabolomic and proteomic data identify specific lipid distributions across subtypes and distinct global metabolic changes in IDH-mutated tumors. This work highlights biological relationships that could contribute to stratification of GBM patients for more effective treatment.


Subject(s)
Brain Neoplasms/metabolism , Glioblastoma/genetics , Glioblastoma/metabolism , Protein Tyrosine Phosphatase, Non-Receptor Type 11/metabolism , Proteogenomics , Brain Neoplasms/pathology , Computational Biology/methods , Glioblastoma/pathology , Humans , Metabolomics/methods , Mutation/genetics , Phospholipase C gamma/genetics , Phospholipase C gamma/metabolism , Phosphorylation/physiology , Protein Tyrosine Phosphatase, Non-Receptor Type 11/genetics , Proteogenomics/methods , Proteomics/methods
3.
Genome Biol Evol ; 13(3)2021 03 01.
Article in English | MEDLINE | ID: mdl-33501983

ABSTRACT

Trichoptera (caddisflies) play an essential role in freshwater ecosystems; for instance, larvae process organic material from the water and are food for a variety of predators. Knowledge on the genomic diversity of caddisflies can facilitate comparative and phylogenetic studies thereby allowing scientists to better understand the evolutionary history of caddisflies. Although Trichoptera are the most diverse aquatic insect order, they remain poorly represented in terms of genomic resources. To date, all long-read based genomes have been sequenced from individuals in the retreat-making suborder, Annulipalpia, leaving ∼275 Ma of evolution without high-quality genomic resources. Here, we report the first long-read based de novo genome assemblies of two tube case-making Trichoptera from the suborder Integripalpia, Agrypnia vestita Walker and Hesperophylax magnus Banks. We find that these tube case-making caddisflies have genome sizes that are at least 3-fold larger than those of currently sequenced annulipalpian genomes and that this pattern is at least partly driven by major expansion of repetitive elements. In H. magnus, long interspersed nuclear elements alone exceed the entire genome size of some annulipalpian counterparts suggesting that caddisflies have high potential as a model for understanding genome size evolution in diverse insect lineages.


Subject(s)
Genomics , Holometabola/genetics , Insecta/genetics , Repetitive Sequences, Nucleic Acid , Animals , Biodiversity , Fresh Water , Genome Size , Holometabola/classification , Insecta/classification , Larva , Molecular Sequence Annotation , Phylogeny
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