Bioinformatics Insights & Technical Guides
Comprehensive, production-tested deep dives into intra-host viral quasispecies calling, Nextflow DSL2 pipeline architecture, protein language models for enzyme classification, and rigorous statistical modeling in high-throughput transcriptomics.
Demystifying Intra-Host Single Nucleotide Variants (iSNVs) in Emerging Viral Surveillance
Why consensus genomes miss early transmission dynamics, and how to calibrate technical error thresholds to accurately detect low-frequency viral quasispecies.
Architecting Production Metagenomics Pipelines with Nextflow DSL2 and Singularity
Building scalable, deterministic bioinformatics workflows that survive high-throughput diagnostic loads on institutional HPC clusters.
Protein Language Models vs. Alignment-Free Classifiers in Enzyme Commission (EC) Prediction
Comparing deep contextual sequence embeddings (ESM-2, ProtTrans) against k-mer representations for enzymatic reaction classification below the twilight zone.
End-to-End RNA-Seq: From FastQ QC to Splice-Aware Differential Expression with pySeqRNA
A practitioner's guide to negative binomial count modeling, size factor normalization, batch effect removal, and biological pathway interpretation.
Comparative Viral Genomics of Segmented vs. Non-Segmented Pathogens: Assembly QC, Reassortment, and CDS Auditing
Diagnostic workflows and bioinformatic heuristics for resolving segmented double-stranded RNA viruses (Orthoreovirus) versus non-segmented negative-sense RNA viruses (Metapneumovirus).