
Contributed to the nf-core/modules repository by developing and enhancing demultiplexing modules for single-cell RNA sequencing workflows, focusing on reproducibility, output clarity, and compatibility. Delivered new modules such as HTODemux, MultiSeqDemux, HashedDrops, and BFF, each supporting diverse cell hashing strategies and robust testing. Improved pipeline integration by standardizing output formats and expanding input support, particularly for HashSolo and HashedDrops. Enhanced reproducibility and downstream usability through version tracking, environment configuration, and optional output handling in modules like VIREO and Souporcell. Leveraged Nextflow, Python, and R programming to streamline data processing, workflow management, and maintainability across evolving bioinformatics pipelines.
January 2026 (2026-01) – nf-core/modules: Delivered reproducibility-enhancing VIREO improvements and a barcode suffix fix for BFF workflows, strengthening reliability and compatibility in the module. Focused on business value, maintainability, and user experience.
January 2026 (2026-01) – nf-core/modules: Delivered reproducibility-enhancing VIREO improvements and a barcode suffix fix for BFF workflows, strengthening reliability and compatibility in the module. Focused on business value, maintainability, and user experience.
November 2025 monthly summary for nf-core/modules focusing on the Souporcell module. Delivered enhancements to module output, version/format compliance, and dependency management to improve downstream usability, reproducibility, and maintainability.
November 2025 monthly summary for nf-core/modules focusing on the Souporcell module. Delivered enhancements to module output, version/format compliance, and dependency management to improve downstream usability, reproducibility, and maintainability.
August 2025 – nf-core/modules: Delivered three core features with robust tests and clear business value. Implemented a new Cell hashing demultiplexing module (BFF) with environment setup, main script, template, meta information and comprehensive tests; addressed a minor formatting bug in the BFF meta.yml. Enhanced HashSolo to support multiple input data types (10x mtx and h5ad), expanded argument parsing, updated I/O definitions, and standardized assignment output naming to *_assignment_hashsolo.csv across configurations. Added HashedDrops output: a new *_id_to_hash.csv mapping integer indices to HTO names, with full declaration, creation, and documentation for result interpretability. These efforts improve pipeline robustness, data traceability, and cross-config consistency, enabling faster integration into analysis workflows and more reliable demultiplexing and downstream analyses.
August 2025 – nf-core/modules: Delivered three core features with robust tests and clear business value. Implemented a new Cell hashing demultiplexing module (BFF) with environment setup, main script, template, meta information and comprehensive tests; addressed a minor formatting bug in the BFF meta.yml. Enhanced HashSolo to support multiple input data types (10x mtx and h5ad), expanded argument parsing, updated I/O definitions, and standardized assignment output naming to *_assignment_hashsolo.csv across configurations. Added HashedDrops output: a new *_id_to_hash.csv mapping integer indices to HTO names, with full declaration, creation, and documentation for result interpretability. These efforts improve pipeline robustness, data traceability, and cross-config consistency, enabling faster integration into analysis workflows and more reliable demultiplexing and downstream analyses.
June 2025 monthly summary for nf-core/modules: three new demultiplexing modules were delivered to expand single-cell sample deconvolution across hashing strategies, with robust testing and reproducibility-focused configurations. No explicit bug fixes were recorded this month. The work creates a more flexible, scalable demultiplexing workflow and strengthens downstream scRNA-seq analyses by providing well-documented outputs and version-tracked pipelines.
June 2025 monthly summary for nf-core/modules: three new demultiplexing modules were delivered to expand single-cell sample deconvolution across hashing strategies, with robust testing and reproducibility-focused configurations. No explicit bug fixes were recorded this month. The work creates a more flexible, scalable demultiplexing workflow and strengthens downstream scRNA-seq analyses by providing well-documented outputs and version-tracked pipelines.

Overview of all repositories you've contributed to across your timeline