
Developed and maintained advanced bioinformatics workflows in theiagen/public_health_bioinformatics, delivering features for genomic assembly, variant calling, and antimicrobial resistance profiling. Leveraged Python, WDL, and Shell scripting to build modular pipelines integrating tools like Nextclade, Pangolin, Flye, and Clair3, supporting both Illumina and Oxford Nanopore data. Enhanced reproducibility and data quality through Docker-based containerization, explicit version tracking, and robust documentation. Addressed workflow stability by refining resource allocation, input handling, and edge-case management. Improved onboarding and maintainability by updating test suites and aligning configuration files. The work enabled reliable, end-to-end genomic analyses for public health surveillance and research applications.
In January 2026, delivered two high-impact features for theiagen/public_health_bioinformatics that jointly improve accuracy, reliability, and deployment readiness of critical bioinformatics workflows. The work emphasizes business value through better data quality, faster turnarounds, and streamlined deployment.
In January 2026, delivered two high-impact features for theiagen/public_health_bioinformatics that jointly improve accuracy, reliability, and deployment readiness of critical bioinformatics workflows. The work emphasizes business value through better data quality, faster turnarounds, and streamlined deployment.
November 2025 — Delivered targeted compatibility updates to the genomic analysis workflow in theiagen/public_health_bioinformatics, focusing on aligning Nextclade tags and Pangolin Docker image versions to ensure accurate and reproducible analyses. Implemented accompanying fixes to input handling and I/O paths, updated MD5 sums, and synchronized component versions to reduce pipeline errors and rework. The changes enhanced pipeline stability, reliability of surveillance outputs, and readiness for production workloads.
November 2025 — Delivered targeted compatibility updates to the genomic analysis workflow in theiagen/public_health_bioinformatics, focusing on aligning Nextclade tags and Pangolin Docker image versions to ensure accurate and reproducible analyses. Implemented accompanying fixes to input handling and I/O paths, updated MD5 sums, and synchronized component versions to reduce pipeline errors and rework. The changes enhanced pipeline stability, reliability of surveillance outputs, and readiness for production workloads.
June 2025 monthly summary: Delivered a comprehensive ONT-based workflow for fungal genome assembly, QC, and characterization (TheiaEuk ONT workflow) in theiagen/public_health_bioinformatics, enabling end-to-end analysis from raw reads to taxonomic identification and AMR profiling. This work integrates Flye for assembly, GAMBIT for taxonomic identification, and Merlin Magic for downstream analyses including clade typing and AMR profiling; includes read QC and assembly quality assessment steps. The project is documented and production-ready, with a clear path to deployment in existing pipelines.
June 2025 monthly summary: Delivered a comprehensive ONT-based workflow for fungal genome assembly, QC, and characterization (TheiaEuk ONT workflow) in theiagen/public_health_bioinformatics, enabling end-to-end analysis from raw reads to taxonomic identification and AMR profiling. This work integrates Flye for assembly, GAMBIT for taxonomic identification, and Merlin Magic for downstream analyses including clade typing and AMR profiling; includes read QC and assembly quality assessment steps. The project is documented and production-ready, with a clear path to deployment in existing pipelines.
Monthly summary for 2025-05 focusing on development in theiagen/public_health_bioinformatics. Delivered a major feature improvement by replacing the Shovill-based assembly workflow with a new digger_denovo subworkflow across Theia pipelines, enabling explicit control over assembly parameters and better integration with filtering and polishing tools. This change enhances flexibility, maintainability, and cross-pipeline consistency.
Monthly summary for 2025-05 focusing on development in theiagen/public_health_bioinformatics. Delivered a major feature improvement by replacing the Shovill-based assembly workflow with a new digger_denovo subworkflow across Theia pipelines, enabling explicit control over assembly parameters and better integration with filtering and polishing tools. This change enhances flexibility, maintainability, and cross-pipeline consistency.
Month: 2025-04 — Key deliverable: Stabilize VADR resource allocation in TheiaCoV workflows to ensure reliable processing of WNV and RSV analyses. Implemented higher CPU and memory limits for the VADR task, updated test fixtures to reflect the new resources, and aligned with Google Cloud Platform (GCP) Batch runtimes. This change improves processing throughput, reduces resource-related failures, and strengthens the public health surveillance pipeline. Commit reference: 1e01b659bb03206a0879b25f33012a6f7c8978f1 ([VADR] Update mem for gcp batch (#808)).
Month: 2025-04 — Key deliverable: Stabilize VADR resource allocation in TheiaCoV workflows to ensure reliable processing of WNV and RSV analyses. Implemented higher CPU and memory limits for the VADR task, updated test fixtures to reflect the new resources, and aligned with Google Cloud Platform (GCP) Batch runtimes. This change improves processing throughput, reduces resource-related failures, and strengthens the public health surveillance pipeline. Commit reference: 1e01b659bb03206a0879b25f33012a6f7c8978f1 ([VADR] Update mem for gcp batch (#808)).
Delivered a feature update to Nextclade integration by upgrading the Docker image and dataset tags across all workflows in theiagen/public_health_bioinformatics (March 2025). This ensures workflows use the latest Nextclade software and reference data, boosting accuracy and feature availability. No major bugs fixed this period; work focused on reliability, reproducibility, and documentation/config alignment across pipelines. Business impact: more reliable analyses, faster adoption of Nextclade improvements, and reduced drift across workflows. Tech impact: Docker-based environment management, versioned configuration, and clear commit traceability.
Delivered a feature update to Nextclade integration by upgrading the Docker image and dataset tags across all workflows in theiagen/public_health_bioinformatics (March 2025). This ensures workflows use the latest Nextclade software and reference data, boosting accuracy and feature availability. No major bugs fixed this period; work focused on reliability, reproducibility, and documentation/config alignment across pipelines. Business impact: more reliable analyses, faster adoption of Nextclade improvements, and reduced drift across workflows. Tech impact: Docker-based environment management, versioned configuration, and clear commit traceability.
February 2025 monthly summary focusing on key accomplishments: delivered automated NCBI viral dataset download capability and TheiaEuk Gambit fungal database integration, with accompanying documentation and tests updates to enhance reproducibility, coverage, and data quality.
February 2025 monthly summary focusing on key accomplishments: delivered automated NCBI viral dataset download capability and TheiaEuk Gambit fungal database integration, with accompanying documentation and tests updates to enhance reproducibility, coverage, and data quality.
January 2025 — Theiagen/public_health_bioinformatics: Strengthened pipeline resilience and expanded ONT variant analysis capabilities. Delivered a new Clair3 ONT variant calling workflow and implemented a stability fix for variant_call when no variants are detected, reducing failures and improving end-to-end variant counting. These changes enhance long-read variant detection, enable haploid calling, and support multiple Clair3 models, delivering clearer insights and faster turnaround for variant reports.
January 2025 — Theiagen/public_health_bioinformatics: Strengthened pipeline resilience and expanded ONT variant analysis capabilities. Delivered a new Clair3 ONT variant calling workflow and implemented a stability fix for variant_call when no variants are detected, reducing failures and improving end-to-end variant counting. These changes enhance long-read variant detection, enable haploid calling, and support multiple Clair3 models, delivering clearer insights and faster turnaround for variant reports.
December 2024 monthly summary for the theiagen/public_health_bioinformatics repository. The team delivered targeted updates to data tags, environment references, and documentation to ensure analyses run on current datasets and software, while enhancing reproducibility and maintainability of the workflow ecosystems (TheiaCoV and Augur). These changes reduce stale data risks, clarify tree-construction methods, and improve onboarding for new contributors and users.
December 2024 monthly summary for the theiagen/public_health_bioinformatics repository. The team delivered targeted updates to data tags, environment references, and documentation to ensure analyses run on current datasets and software, while enhancing reproducibility and maintainability of the workflow ecosystems (TheiaCoV and Augur). These changes reduce stale data risks, clarify tree-construction methods, and improve onboarding for new contributors and users.
November 2024 monthly summary for theiagen/public_health_bioinformatics: Delivered the Augur tree IQ-TREE substitution model extraction feature, with robust handling and clear model output. Completed targeted code improvements to improve reliability of model extraction (including FASTA basename/directory derivation) and ensured non-null model fields in both task and workflow. Updated documentation to expose model options and the iqtree_model_used variable, enhancing reproducibility and auditability of phylogenetic analyses. Overall, this work improves traceability of substitution models used during tree construction, strengthens data quality in outputs, and supports reproducible research pipelines.
November 2024 monthly summary for theiagen/public_health_bioinformatics: Delivered the Augur tree IQ-TREE substitution model extraction feature, with robust handling and clear model output. Completed targeted code improvements to improve reliability of model extraction (including FASTA basename/directory derivation) and ensured non-null model fields in both task and workflow. Updated documentation to expose model options and the iqtree_model_used variable, enhancing reproducibility and auditability of phylogenetic analyses. Overall, this work improves traceability of substitution models used during tree construction, strengthens data quality in outputs, and supports reproducible research pipelines.

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