Professional Summary
Seasoned bioinformatics scientist with 16 years of expertise in nucleic acid assay development across NGS, qPCR, and single-cell technologies. Proven track record in leading engineering teams, architecting full-scale design workflows, and delivering hundreds of complex assays on industry-leading platforms. Most recently, extended that automation instinct to engineering itself — distilling internal documentation into structured knowledge for AI coding agents, then configuring safe, scoped execution so they run production pipelines unattended, self-monitor, and report results.
Professional Experience
- Research: Foundational research into novel thermodynamic models to accurately predict non-standard nucleotide binding and non-linear dimer structures
- Development: Create and maintain in-house Python libraries, automated pipelines, and web applications for streamlined assay development
- Leadership: Lead a team of Bioinformatics Engineers, orchestrating server infrastructure, code repository management, and workflow automation
- Advisory: Serve as Subject Matter Expert, providing strategic insights to company leadership on bioinformatics capabilities
- Innovation: Build and deploy advanced thermodynamic predictive models using machine learning and AI-based approaches
- Agentic Automation: Distill internal documentation into structured knowledge for AI coding agents (GitHub Copilot, Cursor), then configure safe, scoped execution permissions so agents run the assay-design pipeline unattended through multi-hour overnight sessions, self-monitor, and report results on completion
- Pipeline Optimization: Enhanced Python pipeline for the Digital Assays Design Engine
- Web Development: Architected web application and database for the Digital Assays Web Portal
- Assay Design: Developed in-house infectious disease assays for clinical applications
- Web Architecture: Built comprehensive web portal for ParagonDesigner platform
- Pipeline Development: Created high-throughput pipeline for RNA expression assay design using Bash, Python, and R
- Infrastructure Management: Administered AWS clusters for data analysis and company web infrastructure
Professional Experience (Continued)
- Panel Design: Developed specialized panels including Immune Repertoire Sequencing (patented), multiple virus and bacterial panels, and plant barcoding solutions
- Protocol Enhancement: Improved design protocols for custom human NGS panels meeting FDA submission requirements
- Automation: Expanded automated design pipelines for bacterial and viral target analysis
- Genome Analysis: Conducted comprehensive genome analysis for target pathogens
- Database Management: Built and maintained large sequence databases for pathogen identification
- Assay Development: Designed assays for Verigene Enteric Pathogen panels, Sepsis panels, and Respiratory Pathogen panels
- Genome Assembly: Assembled the first cotton genome (G. raimondii)
- Gene Mapping: Successfully mapped cotton fiberless gene (Li2)
- Comparative Genomics: Dated ancient genome duplication events in cotton-grape comparative genomics studies
Patents
Inventors: Timothy Looney, Geoffrey Lowman, Lifeng Lin
Education
Selected Publications
- Paterson, A. H., J. F. Wendell, et al. (2012). "Repeated polyploidization of Gossypium genomes and the evolution of spinnable cotton fibres." Nature, 492: 423-427
- Lin, L., A. H. Paterson (2011). "Size variation in homologous segments across divergent plant genomes." Mob Genet Elements, 1(2): 92-96
- Lin, L., G. J. Pierce, et al. (2010). "A draft physical map of a D-genome cotton species (Gossypium raimondii)." BMC Genomics, 11: 395