项目介绍
Mission
We are seeking a highly motivated postdoctoral researcher with strong training in computational biology and/or machine learning to join an interdisciplinary project at the interface of single-cell genomics, data integration, and developmental biology.
The project focuses on the integration and analysis of multi-modal single-cell datasets, including scRNA-seq, scATAC-seq, scCUT&Tag, HiC, and proteomics, with an emphasis on trajectory inference, regulatory dynamics, and cell fate decisions. A key goal is to develop and apply machine learning approaches, ranging from probabilistic models to modern representation learning, to uncover principles of cellular state transitions. The work will be carried out in close collaboration with the Deplancke lab and the Brbić lab at EPFL, offering a uniquely rich environment combining experimental biology, computational genomics, and ML methodology.
Main duties and responsibilities
- Working and collaborating on research projects
- Analysis and publication of results
- Build a strong network in the field of research
- Participate in education, and PhD and master student supervision
Profile
- Strong background in computational biology, bioinformatics, machine learning, or a related quantitative field
- Experience with machine learning and/or statistical modeling applied to biological data
- Proven expertise in single-cell data analysis (scRNA-seq and/or scATAC-seq)
- Interest or experience in multi-modal data integration and trajectory inference
- Proficiency in Python and/or R
- Interest in developmental and human biology is highly valued, but not required
- Strong collaborative mindset and ability to work across disciplines
We offer
- A highly interdisciplinary research environment at the interface of ML and biology
- Access to large, state-of-the-art single-cell multi-omics datasets
- Close collaboration with leading groups in single-cell genomics and machine learning
- Strong support for high-impact publications and career development
Informations
Contract Start Date : 06/01/2026
Activity Rate : 100.00
Contract Type: CDD
Duration: 12 months
Reference: 2072
相关项目推荐
KD博士实时收录全球顶尖院校的博士项目,总有一个项目等着你!