Omics Data Analysis Software as an Educational and Training Tool
Omics Playground: Your Essential Solution for Data Analysis Training and Publication Reviewing
Published on January 16th, 2024
⏱ 5 min read
Introduction
The analysis and visualization of omics data is essential for both biotech companies and academics. Data analysis and visualization platforms can serve as useful internal training tools allowing aspiring computational biologists to learn how to interpret a wide range of omics data, with real-time feedback, without the need to write programming scripts. In this blog post, we explain how Omics Playground can serve as an educational and training tool.
Omics Analysis: A Training Tool for Students and Biologists in Biotech Teams
Analyzing omics data is a complex process that involves multiple steps from data generation to results. Therefore, it is important to enable a deep understanding through visual exploration of the data, which must be easily accessible and easy to manipulate.
Omics Playground makes sure that data analysis is not limited to expert users. Its intuitive, user-friendly interface makes it easy even for relative beginners to perform RNA-Seq and proteomics data analysis. It provides easy-to-use, interactive, all-in-one software, allowing users to analyze their data with just a few clicks with results they can trust. The platform uses best-in-class methods and algorithms for every step of the analysis to ensure robust and reproducible results.
Since Omics Playground can be used without any programming knowledge, beginners can quickly create insightful figures without having to write programming scripts. This accessibility and ease of use promotes a faster learning curve and enables users to focus on understanding data intricacies without the need for extensive programming knowledge.
Real-time Feedback for Effective Learning
One of the key elements for successful training is immediate and useful feedback. Omics Playground promotes understanding and insight by receiving quick answers in desired formats, including real-time online visualization with highly interactive diagrams. This real-time visualization and interaction makes it fast and easy to answer biological questions – invaluable for learners as it promotes a deeper understanding of the data analysis process. The ability to seek and obtain prompt feedback enhances the educational experience, making training more effective and engaging.
Cloud-Based Flexibility
The cloud-based nature of Omics Playground adds a layer of flexibility to data analysis training. Omics data can be stored and analyzed anywhere, generating robust and reproducible results with multiple best-in-class methods that make it easy for a user to explore and discover a wealth of information. This is particularly beneficial for remote teams and individuals who may not be physically present in a centralized location.
Easier Sharing of Data With Collaborators and Shared Learning
Omics Playground goes beyond individual training needs; it fosters collaboration and shared learning experiences. In previous articles, we discussed how the platform can be used as a tool for collaboration within scientific teams. It can also be used to share analyses between external collaborators and partners.
One challenge for collaboration is siloed data, but with Omics Playground everyone can work together to get data quickly. The online real-time visualization with highly interactive plots enables data exploration tailored to specific professional groups according to individual requirements without considerable additional effort. Not only does it speed up the analysis of data, it also makes it quick and easy to carry out subsequent requests to re-analyze the same data sets, which would take a lot of time without the software.
You can explore your data interactively with 18+ analysis modules and 150+ interactive plots. Co-analyse with 6000+ public datasets, 50,000+ public gene sets and pathways (such as GO, REactome, Hallmark, and Msigs), and explore drug connectivity and sensitivity databases with 30,000+ drug expression profiles. It is also possible to analyze biomarkers, gene ontology, expression, drug connectivity, and other experiments.
Figure 1. Omics Playground Features Overview table. For more information on all the features included in Omics Playground, you can download the brochure here.
Benefits for the Submission, Review and Publication of Scientific Articles
Rigorous peer review of scientific manuscripts is essential to maintain the scientific integrity of journals. Omics Playground helps to maintain these standards by improving the reproducibility of analyses.
Reviewers can replicate analyses swiftly, gaining a comprehensive understanding of the experiments and manuscripts. The platform’s interactive and flexible data analysis and visualization options provide a detailed view, ensuring that the review process is thorough and accurate.
Open Data Versus Open Analytics
During the submission process, peer-reviewed journals usually require authors to include the relevant raw data on which their experiments are based, in an appendix. Reviewers can then verify the accuracy of the analysis.
This can be a bottleneck, as it takes time for a reviewer to reanalyse data, so, a new trend is emerging where analysis platforms provide data in an interactive format so that reviewers and readers can easily understand the original analysis, or perform their own reanalysis. This is a movement from the concept of open data to open analytics. In this way, reproducibility and transparent analysis can significantly improve the interpretation of results. We will go into more detail on each point below.
Reproducibility Assurance
Data analysis is easy to replicate during the review process. Omics Playground enables various re-analyses to be carried out quickly, allowing the reviewer to get a more comprehensive picture of the experiments and gain a better understanding of the submitted manuscript through interactive, flexible data analysis and visualization options.
Quality Control Mechanism for Analysis Accuracy
Similarly, omics platforms can serve as a quality control mechanism to check the accuracy of analysis through flexible and interactive analysis and visualization functions. Good platforms enable intuitive operation and promote understanding.
Ensure an Overall Transparent Reviewing Process
The ability to track and document the steps and processes involved in analyzing omics data directly contributes to a more transparent review process. This traceability includes creating a clear and detailed record of the data manipulations, transformations and analysis performed on the platform. Platforms can offer features such as audit logs, version control and the ability to export detailed reports summarizing the analysis steps.
Omics Playground provides a centralized, cost-effective data analytics solution that streamlines scaling and improves productivity. Interactive visualizations give users a 360-degree view of R&D progress, while a unified data analytics system enables interdisciplinary collaboration.