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).

• PolySearch: a web-based text mining system for extracting relationships between human diseases, genes, mutations, drugs and metabolites.

  PMID 18487273 · PMC2447794 · Nucleic acids research · 2008 · 8 claims · 7 setups

  Full-text index only

  PolySearch supports more than 50 different classes of queries against nearly a dozen types of text, abstract, or bioinformatic databases

  manually biomedical text feature real-life

• Taxonomic analysis of metagenomic data with kASA.

  PMID 33784400 · PMC8266618 · Nucleic acids research · 2021 · 8 claims · 3 setups

  Has reproduction · 78

  kASA achieves high sensitivity and precision by using an amino acid-like encoding of k-mers together with a range of multiple k's

  synthetic real per-read taxonomic

• PreTSA: computationally efficient modeling of temporal and spatial gene expression patterns.

  PMID 41673899 · PMC12998178 · Genome biology · 2026 · 7 claims · 8 setups

  Full-text index only

  PreTSA dramatically reduces computational time and memory versus GAM (Monocle, TSCAN) and PseudotimeDE for identifying temporally variable genes (TVGs) while producing highly similar results

  simulated null pbmc pancreas pseudotime tvg false-positive

• TiRank prioritizes phenotypic niches in tumor microenvironment for clinical biomarker discovery.

  PMID 41689080 · PMC12910759 · Genome medicine · 2026 · 7 claims · 4 setups

  Full-text index only

  TiRank is a framework that integrates scRNA-seq, ST, and bulk transcriptomes using an REO-transformation module and multitask transfer learning to align data into a unified embedding space for prioritizing clinically relevant spatial niches

  benchmark pan-cancer gastric independent scrna-seq bulk spatial

• MEDUSA: A Pipeline for Sensitive Taxonomic Classification and Flexible Functional Annotation of Metagenomic Shotgun Sequences.

  PMID 35330728 · PMC8940201 · Frontiers in genetics · 2022 · 7 claims · 6 setups

  Has reproduction · 50

  MEDUSA correctly identifies more species than MEGAN 6 CE, especially less abundant species.

  bovine simulated cami datasets read host-sequence metagenome

• Evaluating native-like structures of RNA-protein complexes through the deep learning method.

  PMID 36828844 · PMC9958188 · Nature communications · 2023 · 8 claims · 7 setups

  Has reproduction · 67

  DRPScore identifies native-like RNA-protein structures with higher success rates than ITScore-PR, DARS-RNP, and 3dRPC across bound and unbound testing sets.

  bound-bound unbound-bound unbound-unbound bacillus structure interface secondary

• Systematic evaluation of single-cell multimodal data integration enhances cell type resolution and discovery of clinically relevant states in complex tissues.

  PMID 41821037 · PMC12983708 · Genome biology · 2026 · 8 claims · 8 setups

  Full-text index only

  Horizontal integration of scRNA-seq and snRNA-seq improves cell-type identification

  renal kidney pbmc heart scrna-seq snrna-seq snatac-seq

• CanCellCap: robust cancer cell capture across tissue types on single-cell RNA-seq data by multi-domain learning.

  PMID 40739511 · PMC12312500 · BMC biology · 2025 · 8 claims · 7 setups

  Has reproduction · 42

  CanCellCap identifies cancer cells in scRNA-seq data across 13 tissue types, 23 cancer types, and 7 sequencing platforms with 0.977 average accuracy

  cancer testing sequencing unseen scrna-seq spatial

• Widespread allele-specific topological domains in the human genome are not confined to imprinted gene clusters.

  PMID 36869353 · PMC9983196 · Genome biology · 2023 · 8 claims · 5 setups

  Has reproduction · 64

  HiCFlow, a new bioinformatic pipeline, performs de novo haplotype assembly, phasing, and visualization of allele-specific (parental) chromatin conformation directly from Hi-C data without requiring pre-phased haplotypes.

  1-7hb2 gm12878 imr-90 lines region hi-c genome-wide

• Interpretable prediction models for widespread m6A RNA modification across cell lines and tissues.

  PMID 37995291 · PMC10697738 · Bioinformatics (Oxford, England) · 2023 · 8 claims · 8 setups

  Has reproduction · 79

  CLSM6A is a set of CNN-based deep learning models that predict single-nucleotide-resolution m6A RNA modification sites across eight cell lines and three tissues in H. sapiens

  hct116 a549 brain hek293t miclip m6a-clip-seq m6a-seq

• Intra-Host Co-Existing Strains of SARS-CoV-2 Reference Genome Uncovered by Exhaustive Computational Search.

  PMID 37243151 · PMC10224212 · Viruses · 2023 · 8 claims · 7 setups

  Has reproduction · 100

  An exhaustive-search workflow can recover intra-host co-existing SARS-CoV-2 strains from the reference-genome read set (SRR11092062) that de Bruijn-graph assemblers discard.

  sars-cov-2 spike predicted california short-read read sequence

• Analysis of protein sequence and interaction data for candidate disease gene prediction.

  PMID 17020920 · PMC1636487 · Nucleic acids research · 2006 · 8 claims · 7 setups

  Full-text index only

  Combining CPS and CMP using known disease genes as input achieves sensitivity 0.52 and specificity 0.97, reducing candidate lists 13-fold

  ophid biocarta kegg pfam-annotated common benchmarking multiple-interval

• Uncovering Cas9 PAM diversity through metagenomic mining and machine learning.

  PMID 41656299 · PMC12996302 · Nature communications · 2026 · 8 claims · 6 setups

  Full-text index only

  CRISPR-PAMdb is a publicly accessible database compiling Cas9 protein sequences from 3.8 million bacterial/archaeal genomes and PAM profiles from 7.4 million phage/plasmid sequences

  bacterial phage cas9 experimentally hmm-based spacer-protospacer machine

• Multimodal-based analysis of single-cell ATAC-seq data enables highly accurate delineation of clinically relevant tumor cell subpopulations.

  PMID 41530870 · PMC12888741 · Genome medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  MAAS integrates chromatin accessibility, CNVs, and SNVs from scATAC-seq data to identify functional tumor cell subpopulations

  tumor pediatric b-cell glioblastoma scatac-seq bulk gene

• epiGBS2: Improvements and evaluation of highly multiplexed, epiGBS-based reduced representation bisulfite sequencing.

  PMID 35178872 · PMC9311447 · Molecular ecology resources · 2022 · 8 claims · 8 setups

  Has reproduction · 52

  epiGBS2 provides a laboratory protocol and revised bioinformatics pipeline for de novo cytosine methylation and SNP calling in species with or without a reference genome

  arabidopsis great epigbs2 demultiplexed epigbs2 pcr demultiplexing

• Identifying and classifying trait linked polymorphisms in non-reference species by walking coloured de bruijn graphs.

  PMID 23536903 · PMC3607606 · PloS one · 2013 · 8 claims · 9 setups

  Has reproduction · 45

  Bubbleparse detects sequence variants directly from NGS reads without a reference genome, using the coloured de Bruijn graph implementation of Cortex plus a new depth-first bubble-finding module.

  arabidopsis bubbleparse escherichia col-0 reference-free alignment-based sequence

• WeavePop: a bioinformatics workflow to explore and analyze genomic variants of eukaryotic populations.

  PMID 41685638 · PMC13042275 · G3 (Bethesda, Md.) · 2026 · 8 claims · 7 setups

  Full-text index only

  WeavePop is a novel Snakemake-based, reproducible, scalable workflow that performs reference-based read mapping, assembly, annotation, small variant calling/effect prediction, and CNV detection for eukaryotic haploid organisms

  neoformans reference-based read windowed

• Benchmarking LLM-based agents for single-cell omics analysis.

  PMID 41742311 · PMC13064268 · Genome biology · 2026 · 8 claims · 8 setups

  Full-text index only

  Introduces a comprehensive benchmarking evaluation system comprising an open-source agent platform, 18 evaluation metrics across four dimensions, and 50 real-world single-cell omics tasks

  agent single-cell spatial scatac-seq llm-agent scrna-seq spatial

• Macrel: antimicrobial peptide screening in genomes and metagenomes.

  PMID 33384902 · PMC7751412 · PeerJ · 2020 · 8 claims · 8 setups

  Has reproduction · 83

  Macrel introduces a novel set of 22 peptide features (6 local, 16 global), including a new Free Energy Transition (FET) feature group, for AMP and hemolytic activity classification

  curated hemopi-1 xiao peptide random benchmark homology-aware

• The electrostatic profile of consecutive Cβ atoms applied to protein structure quality assessment.

  PMID 25506420 · PMC4257144 · F1000Research · 2013 · 8 claims · 8 setups

  Has reproduction · 42

  The EPD between Cβ atoms of consecutive residues provides unique signatures of amino acid pair types and can discriminate native from decoy protein structures.

  non-homologous same pisces structures finite-difference electrostatic sequence-distance