Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• Compression of structured high-throughput sequencing data.

  PMID 24260313 · PMC3832420 · PloS one · 2013 · 8 claims · 7 setups

  Has reproduction · 43

  Leveraging an explicit data schema (separate field encoding, field modeling, template compression, domain modeling) enables stronger compression of HTS alignment data than general-purpose compression of serialized bytes.

  benchmark ten rna-seq exome genome

• Nimbus: a design-driven analyses suite for amplicon-based NGS data.

  PMID 29538618 · PMC6084620 · Bioinformatics (Oxford, England) · 2018 · 7 claims · 4 setups

  Has reproduction · 64

  Nimbus is an end-to-end software suite for amplicon-based NGS data that tracks source amplicons through alignment and variant calling, with tools for trimming, alignment, SNP/InDel calling, QC and visualization.

  blood twin na15510 haloplex snp whole-exome

• Fast, accurate, and racially unbiased pan-cancer tumor-only variant calling with tabular machine learning.

  PMID 36611079 · PMC9825621 · NPJ precision oncology · 2023 · 7 claims · 8 setups

  Has reproduction

  Tabular ML classifiers (TabNet, XGBoost, LightGBM) trained on tumor-only-derived features achieve state-of-the-art somatic vs germline classification, with AUC>94% on TCGA holdout and AUC>85% on metastatic melanoma.

  tcga metastatic tumor-only whole-exome wes copy-number

• Accelerating rare disease diagnostics by linking DNA and RNA through an explainable and interactive RNA-guided workflow.

  PMID 41685349 · PMC12891912 · NAR genomics and bioinformatics · 2026 · 7 claims · 7 setups

  Has reproduction

  An integrated RNA-guided variant interpretation workflow combining OUTRIDER, FRASER, MOLGENIS VIP, and Borzoi enhances clinical variant interpretation and reclassification of VUS in rare disease cases.

  udn blood skin snvs whole-genome bulk splice-altering

• OptiType: precision HLA typing from next-generation sequencing data.

  PMID 25143287 · PMC4441069 · Bioinformatics (Oxford, England) · 2014 · 8 claims · 8 setups

  Has reproduction · 95

  OptiType, an ILP-based HLA genotyping algorithm, produces accurate four-digit HLA-I predictions from NGS data not enriched for the HLA cluster.

  colorectal lymphoblastic hapmap genomes rna-seq low-coverage exome