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).

• Accurate splice site prediction using support vector machines.

  PMID 18269701 · PMC2230508 · BMC bioinformatics · 2007 · 8 claims · 5 setups

  Full-text index only

  Weighted degree (WD) kernel SVMs outperform Markov Chains, GeneSplicer and SpliceMachine for genome-wide splice site recognition

  nn269 dgsplicer caenorhabditis arabidopsis svm genome-wide

• KAGE: fast alignment-free graph-based genotyping of SNPs and short indels.

  PMID 36195962 · PMC9531401 · Genome biology · 2022 · 7 claims · 7 setups

  Has reproduction · 42

  KAGE combines population-based kmer count modeling with single-variant prior adjustment into an alignment-free genotyper that matches the accuracy of the best existing alignment-free genotypers while being an order of magnitude faster.

  small snps individual hg002 alignment-free kmer-based genotyping

• binny: an automated binning algorithm to recover high-quality genomes from complex metagenomic datasets.

  PMID 36239393 · PMC9677464 · Briefings in bioinformatics · 2022 · 8 claims · 8 setups

  Has reproduction · 67

  binny outperforms or is highly competitive with commonly used and state-of-the-art binning methods (MetaBAT2, MaxBin2, CONCOCT, VAMB, SemiBin, MetaDecoder)

  cami real-world metagenomic binned genome binning mag

• 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

• Comprehensive benchmarking of large language models for RNA secondary structure prediction.

  PMID 40205851 · PMC11982019 · Briefings in bioinformatics · 2025 · 7 claims · 4 setups

  Has reproduction · 88

  Existing RNA-LLMs had not previously been evaluated for secondary structure prediction in a unified, fair experimental setup with the same datasets and prediction model.

  archiveii bprna large-scale secondary cross-family self-supervised

• Integrating alternative splicing detection into gene prediction.

  PMID 15705189 · PMC550657 · BMC bioinformatics · 2005 · 8 claims · 4 setups

  Full-text index only

  An integrative intrinsic/extrinsic method was implemented in the gene finder EuGÈNE (as EuGÈNE-M) to detect AS evidence from aligned transcripts and generate alternative optimal gene predictions consistent with each detected AS event.

  arabidopsis araset thaliana transcript-to-genome initio comparative

• TEMP: a computational method for analyzing transposable element polymorphism in populations.

  PMID 24753423 · PMC4066757 · Nucleic acids research · 2014 · 8 claims · 8 setups

  Has reproduction · 61

  TEMP combines pair-end (discordant) read and split (soft-clipped) read information to identify both presence and absence of TE insertions in genomic DNA from heterogeneous/pooled samples.

  drosophila five four melanogaster simulated comparative whole-genome

• Enhanced Generalizability of RNA Secondary Structure Prediction via Convolutional Block Attention Network and Ensemble Learning.

  PMID 40871599 · PMC12388828 · Molecules (Basel, Switzerland) · 2025 · 8 claims · 8 setups

  Has reproduction · 87

  TrioFold integrates base-pairing clues from thermodynamic- and DL-based methods via ensemble learning and a convolutional block attention mechanism to enhance RSS prediction generalizability.

  testseta bprna-new ts-inter individual jaccard pca ensemble

• CONTRAST: a discriminative, phylogeny-free approach to multiple informant de novo gene prediction.

  PMID 18096039 · PMC2246271 · Genome biology · 2007 · 8 claims · 5 setups

  Full-text index only

  CONTRAST predicts exact coding region structures for 65% more human genes than the previous state-of-the-art de novo predictor (N-SCAN)

  genome sequence drosophila novo gene coding

• CoINcIDE: A framework for discovery of patient subtypes across multiple datasets.

  PMID 26961683 · PMC4784276 · Genome medicine · 2016 · 8 claims · 6 setups

  Has reproduction · 87

  CoINcIDE is a methodological framework that discovers replicable patient subtypes (meta-clusters) across multiple datasets by finding consensus across dataset-specific clusterings, requiring no between-dataset transformations.

  breast ovarian simulated gene semi-supervised novo

• 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

• Sequence similarity network reveals common ancestry of multidomain proteins.

  PMID 18475320 · PMC2377100 · PLoS computational biology · 2008 · 8 claims · 6 setups

  Full-text index only

  Traditional homology definitions do not capture multidomain evolution; the authors extend the definition to include domain insertion via a common ancestral locus model.

  curated complete well-studied sequence alignment domain

• Detecting purely epistatic multi-locus interactions by an omnibus permutation test on ensembles of two-locus analyses.

  PMID 19761607 · PMC2759961 · BMC bioinformatics · 2009 · 8 claims · 5 setups

  Full-text index only

  2LOmb performs an omnibus permutation test on ensembles of two-locus analyses via a four-step algorithm (two-locus analysis, permutation test, global p-value determination, progressive ensemble search)

  simulated same snp type two-locus 2lomb benchmark

• 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

• 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

• Evaluation of the Available Variant Calling Tools for Oxford Nanopore Sequencing in Breast Cancer.

  PMID 36140751 · PMC9498802 · Genes · 2022 · 7 claims · 6 setups

  Has reproduction · 51

  Clair3 and Human-SNP-wf (which incorporates Clair3) achieved the highest performance among the six variant callers tested.

  giab hg001 brca1 filtered long-read read bam

• 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

• 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

• MACSIMS: multiple alignment of complete sequences information management system.

  PMID 16792820 · PMC1539025 · BMC bioinformatics · 2006 · 8 claims · 5 setups

  Full-text index only

  MACSIMS is a multiple alignment-based information management system combining knowledge-based database mining with ab initio sequence predictions

  balibase-derived sequences same query automatic database initio

• Bayesian transcriptome assembly.

  PMID 25367074 · PMC4397945 · Genome biology · 2014 · 8 claims · 8 setups

  Has reproduction · 68

  Bayesembler, a probabilistic transcriptome assembler built on a Bayesian model of the RNA sequencing process with Gibbs sampling over expressed candidates, abundances and read assignments, is introduced.

  k562 embryonic dendritic rna-seq simulated paired-end long-read