Thank you Kevin . You have been helping me since my PhD days. Always kind and supportive.
Hi everyone, I’m experienced in transcriptomics and proteomics data analysis but new to clinical omics integration — especially linking omics data with patient outcomes, treatment groups, and survival/time-to-event statistics (Cox models, hazard ratios, etc.).
Could you recommend any books, GitHub repositories, YouTube tutorials, or online courses that teach how to integrate omics data (transcriptomics/proteomics) with clinical data and perform downstream statistical and bioinformatics analyses?
Preferably R-based resources, but Python ones are also welcome.
Thanks in advance!
1 answer
Your ask is specific; so, I may provide a specific answer:
Books:
- "Integrative Approaches for Understanding OMICS Data": https://www.amazon.com/Omics-Approaches-Technologies-Applications-Understanding/dp/9811329249
- "Deep Learning in Omics Data Analysis and Precision Medicine": https://www.ncbi.nlm.nih.gov/books/NBK550335/
GitHub Repos (R/Python):
- bioFAM/MOFA: https://github.com/bioFAM/MOFA
- RasmussenLab/MOVE: https://github.com/RasmussenLab/MOVE
- fraenkel-lab/OmicsIntegrator: https://github.com/fraenkel-lab/OmicsIntegrator
- cwieder/PathIntegrate: https://github.com/cwieder/PathIntegrate
- BiomedSciAI/Geno4SD: https://github.com/BiomedSciAI/Geno4SD
YouTube Tutorials:
- "R/Python for Biomedical Data Analysis": youtube.com/watch?v=dIJ_8cw4l84
- "OmicsLogic Training in Biomedical Data Analysis using R & Python": youtube.com/watch?v=umwgjiN4LKs
Online Courses/Tutorials:
- Survive with Omics: https://ocbe-uio.github.io/survomics/
- de.NBI: Advanced quantitative proteomics in R: https://www.denbi.de/online-training-media-library/1173-advanced-analysis-of-quantitative-proteomics-data-using-r
- Babraham Bioinformatics: RNA-Seq Analysis (DESeq), Proteomics Intro (MSstats), Statistical Analysis using R: https://www.bioinformatics.babraham.ac.uk/training/RNASeq_Course/RNA-Seq_analysis_course.pdf
- ISCB Tutorial: Machine learning for omics data (R): https://www.iscb.org/ismbeccb2025/programme-agenda/tutorials
Kind regards,
Kevin
Great to hear - you are very welcome.
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