Bioinformatics Manager
Position Overview
- Design, train, and implement LLM- and GNN-based models to extract biological relationships from multi-modal data (omics, literature, chemistry, clinical).
- Integrate knowledge graphs and structured biomedical databases to support hypothesis generation for novel targets and mechanisms.
- Collaborate with ML teams to fine-tune and evaluate models on domain-specific tasks such as gene–disease association, pathway prediction, and compound efficacy modeling.
- Apply AI-driven insights to identify, prioritize, and validate new drug targets and therapeutic hypotheses.
- Design in silico analyses to support mechanism-of-action elucidation, biomarker discovery, and patient stratification .
- Collaborate with wet-lab teams to translate computational predictions into experimental designs , ensuring seamless handoff between in silico and in vitro/in vivo validation.
- Integrate large-scale datasets from public and proprietary sources (e.g., transcriptomics, proteomics, CRISPR screens, literature corpora).
- Curate structured datasets for LLM fine-tuning, knowledge graph expansion, and GNN training.
- Partner with drug discovery , data science , and AI engineering teams to align modeling objectives with biological relevance.
- Contribute to multi-disciplinary project teams driving programs from discovery through preclinical proof-of-concept .
- Communicate computational findings clearly to both scientific and non-technical stakeholders.
- Proven experience in target identification and translational discovery — from in silico analysis to preclinical validation .
- Strong understanding of molecular biology, pharmacology, and disease biology .
- Hands-on experience developing or applying AI/ML models to biological problems, especially LLMs , GNNs , or multi-modal integration architectures .
- Prior involvement in wet-lab collaboration (assay design, data interpretation, or experimental validation) preferred.
- Programming: Expert in Python (pandas, PyTorch, TensorFlow, scikit-learn, Hugging Face, PyTorch Geometric).
- AI/ML Expertise: Proficiency in LLMs, GNNs, transformers , and model fine-tuning workflows.
- Bioinformatics Tools: Familiar with databases such as Ensembl, UniProt, ChEMBL, DrugBank, GEO, and OMIM.
- Data Integration: Experience with multi-omics data fusion and biomedical knowledge graphs.
- Visualization & Communication: Skilled in building interpretable visualizations and clearly communicating computational findings.
- Version Control: Proficient in Git and collaborative coding practices.
- Familiarity with molecular modeling , chemoinformatics , or AI for protein–ligand interaction prediction .
- Experience in biomedical NLP , scientific literature mining, or ontology construction.
- Understanding of preclinical pharmacology or toxicogenomics .
- Experience working in cloud environments (GCP, AWS).
- Deep curiosity and excitement about connecting AI architectures with biological meaning .
- Excellent cross-disciplinary communication — able to converse equally well with AI engineers and biologists.
- Self-directed, detail-oriented, and comfortable working in a fast-paced, dynamic startup environment.
- Passionate about improving patient outcomes through innovative science and technology.
- PhD or MS with 5+ years of relevant experience in Computational Biology, Bioinformatics, Systems Biology, Computer Science, or a related discipline .
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