#4 · Tools & infrastructure
New tools speed variant annotation, GWAS, and epigenomic and cytometry analysis
The items share a tooling emphasis: converting established omics analyses into faster or more accessible, reproducible software. Two preprints focus on computational throughput. TorchGWAS applies GPU-batched, covariate-adjusted association testing across thousands of quantitative phenotypes, and vcfilt reports a 12.2x single-thread speedup over bcftools 1.18 on 1000 Genomes chr20 data. fastVEP reimplements the Ensembl VEP annotation engine in Rust, annotating GIAB HG002 WGS in 86 s and running 22-24x faster than VEP. A second group prioritizes accessibility and workflow packaging. trackDJ provides scripted, publication-quality epigenomic visualization in R, FlowWeb pairs R/Bioconductor with a GUI for flow cytometry QC, gating, and cell cycle analysis, and REPLAY automates Repli-seq processing from FASTQ to replication timing profiles. GNOMES addresses normalization and differential binding for CUT&RUN and ChIP-seq. The thread is partial: performance and usability goals differ, and the items do not share a common deployment model. What is distinctive here is the pairing of speed-oriented reimplementation with explicitly reproducible, end-to-end packaging.
Published papers
Omni-ARMD: an integrated genomic and clinical knowledgebase bridging clinical phenotypes and molecular determinants of antimicrobial resistance.
Omni-ARMD is an open-access knowledgebase linking clinical AST records and gene-level resistance evidence via a log-odds enrichment framework for antimicrobial…
EVLncRNAs 4.0: an updated database of experimentally validated functional long non-coding RNAs with evidence-grounded AI access.
EVLncRNAs 4.0 updates a curated database of experimentally validated functional lncRNAs, adding RAG-based AI search with PMID-linked citations across 199…
OmniVira: a knowledgebase of source-linked evidence on viral spillover and cross-species transmission.
OmniVira: curated, LLM-assisted knowledgebase of 8072 source-linked evidence records on viral spillover and cross-species transmission.
Preprints
An evidence-governed agent harness for spatial transcriptomics prioritizes ICAM-1 as a target in lung fibrosis
DeepMAST: an evidence-governed multi-agent LLM system with MCP tools and RAG for traceable spatial transcriptomics analysis; flags ICAM1 in lung fibrosis.
Agentic Discovery Transfer Enables Cross-Cancer Discovery at Scale
SMART: a multi-agent LLM framework that tests whether scRNA-seq cancer findings transfer across six cancer types, applied to 121 studies.
LPT: Orchestrating bounded agentic loops for automated protein binder design
LPT is a fixed-orchestration framework of bounded LLM agent loops with a curated ~14000-paper literature database, enabling de novo protein binder design from…
Topic history
| Date | Rank |
|---|---|
| #4 | |
| #1 | |
| #5 | |
| #4 | |
| #1 | |
| #1 | |
| #4 | |
| #2 | |
| #1 | |
| #1 | |
| #2 | |
| #5 | |
| #4 | |
| #1 | |
| #3 | |
| #20 | |
| #19 | |
| #9 | |
| #6 | |
| #4 | |
| #11 | |
| #10 | |
| #12 | |
| #16 | |
| #19 | |
| #11 |