Background: The analysis of mass spectrometry-based quantitative proteomics data can be challenging given the variety of established analysis platforms, the differences in reporting formats, and a general lack of approachable standardized post-processing analyses such as sample group statistics, quantitative variation and even data filtering. We developed tidyproteomics to facilitate basic analysis, improve data interoperability and potentially ease the integration of new processing algorithms, mainly through the use of a simplified data-object.
Results: The R package tidyproteomics was developed as both a framework for standardizing quantitative proteomics data and a platform for analysis workflows, containing discrete functions that can be connected end-to-end, thus making it easier to define complex analyses by breaking them into small stepwise units. Additionally, as with any analysis workflow, choices made during analysis can have large impacts on the results and as such, tidyproteomics allows researchers to string each function together in any order, select from a variety of options and in some cases develop and incorporate custom algorithms.
Conclusions: Tidyproteomics aims to simplify data exploration from multiple platforms, provide control over individual functions and analysis order, and serve as a tool to assemble complex repeatable processing workflows in a logical flow. Datasets in tidyproteomics are easy to work with, have a structure that allows for biological annotations to be added, and come with a framework for developing additional analysis tools. The consistent data structure and accessible analysis and plotting tools also offers a way for researchers to save time on mundane data manipulation tasks.
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http://dx.doi.org/10.1186/s12859-023-05360-7 | DOI Listing |
J Proteomics
December 2024
School of Biological Sciences, University of Canterbury, Christchurch 8041, New Zealand; Institute for Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia; Department of Medicine, University of Otago, Christchurch 8014, New Zealand; Biomolecular Interaction Centre, School of Biological Sciences, University of Canterbury, Christchurch 8140, New Zealand; Maurice Wilkins Centre for Molecular Biodiscovery, Auckland 1010, New Zealand. Electronic address:
Extreme heterogeneity exists in the hypersensitive stress response exhibited by the dystrophin-deficient mdx mouse model of Duchenne muscular dystrophy. Because stress hypersensitivity can impact dystrophic phenotypes, this research aimed to understand the peripheral pathways driving this inter-individual variability. Male and female mdx mice were phenotypically stratified into "stress-resistant" or "stress-sensitive" groups based on their response to two laboratory stressors.
View Article and Find Full Text PDFFood Chem
December 2024
Chinese Academy of Inspection and Quarantine, Beijing 100176, People's Republic of China. Electronic address:
Glycoproteins, which are involved in numerous biological functions, are among the most critical functional ingredients in an edible bird's nest (EBN). To gain a comprehensive understanding of the glycoprotein species within EBN, a label-free, site-specific glycoproteomic approach was used to analyze their N-glycoproteins, N-glycopeptides, and N-glycans systematically. A total of 127 N-glycoproteins were identified in EBN, of which 72 were found in house-EBN and 63 in cave-EBN, yielding 4195 and 5649 glycopeptides, respectively.
View Article and Find Full Text PDFEur J Med Chem
December 2024
College of Pharmaceutical Sciences, Soochow University, Suzhou, Jiangsu, 215123, China. Electronic address:
Corosolic acid (CA), a natural triterpenoid, exhibits various biological activities and is often called as plant-derived insulin due to its significant hypoglycemic effects, making it especially beneficial for individuals with diabetes or high blood glucose levels. However, CA has notable in vitro toxicity, low water solubility, and poor pharmacokinetic properties. To address these limitations, a series of CA derivatives were synthesized, resulting in the identification of derivative H26, which demonstrates a significantly enhanced hypoglycemic effect, reduced toxicity, and improved pharmacokinetic characteristics compared to CA.
View Article and Find Full Text PDFCancer Genomics Proteomics
December 2024
Institute of Experimental and Clinical Pharmacology, University Hospital Schleswig-Holstein, Campus Kiel, Kiel, Germany
Background/aim: Treatment with retinoic acid (RA) often promotes neuroblastoma differentiation and growth inhibition, including the suppression of the expression of the MYCN oncogene. However, RA also targets protumoral chemokines, such as CCL2, which may contribute to the development of resistance. The present study aimed to investigate the regulation and function of CCL2 and N-Myc in RA-treated neuroblastoma cells.
View Article and Find Full Text PDFInt J Biol Macromol
December 2024
College of Forestry, Fujian Colleges and Universities Engineering Research Institute of Conservation and Utilization of Natural Bioresources, Fujian Agriculture and Forestry University, Fuzhou 350002, Fujian, China. Electronic address:
Fruit features are crucial for plant propagation, population growth, biodiversity preservation, and evolutionary survival. However, the synergistic regulatory mechanisms underlying the development of fruit traits such as color, shape and duration are unclear. Euscaphis japonica, whose fruits have a red-winged pericarp and persist for a long period of time, is an important ornamental plant in eastern Asia.
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