Rigorous analysis for complex data.
I help researchers and clinical teams move from a well-defined question to a reproducible analysis and a clear scientific conclusion.
Services
Transcriptomics
Bulk & single-cell analysis
Find meaningful expression patterns, characterize cell populations, and connect results to biological processes.
- Quality control and preprocessing
- Cell annotation and differential expression
- Pathway analysis and biological interpretation
- WGCNA and Network analysis
Systems biology
Multi-omics integration
Connect molecular layers to identify coordinated patterns and prioritize testable biological hypotheses.
- Genomic, transcriptomic, proteomic, metabolomic, and epigenomic data
- Cross-dataset harmonization
- Pathway and network interpretation
Biomedical statistics
Study design & statistical analysis
Choose methods that match the study design and communicate findings with appropriate estimates and uncertainty.
- Analysis planning, regression, and hypothesis testing
- Survival analysis and model diagnostics
- Meta-analysis and network meta-analysis
Computational modeling
Machine learning & biomarker analysis
Develop interpretable models and evaluate candidate biomarkers with careful validation and transparent limitations.
- Feature exploration and representation learning
- Classifier development and evaluation
- Biomarker prioritization and visualization
Contact
Have a project in mind?
Send a brief note about your research question, data, and timeline.