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).

• 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

• RNASEQR--a streamlined and accurate RNA-seq sequence analysis program.

  PMID 22199257 · PMC3315322 · Nucleic acids research · 2012 · 8 claims · 7 setups

  Has reproduction · 86

  RNASEQR is a new RNA-seq mapper/aligner that combines a BWT-based (Bowtie) transcriptomic/genomic alignment with hash-based BLAT local alignment in three sequential steps: transcriptome mapping, novel exon detection, and anchor-and-align novel splice junction identification.

  ccds glioblastoma experimental simulated simulated bulk quality

• A space-efficient and accurate method for mapping and aligning cDNA sequences onto genomic sequence.

  PMID 18344523 · PMC2377433 · Nucleic acids research · 2008 · 7 claims · 6 setups

  Full-text index only

  Spaln maps and aligns large cDNA sequence sets onto whole mammalian genomes using substantially less memory than comparable existing tools

  unigene shuffled real genomes genome-wide alignment gene

• 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

• 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

• Macrel: antimicrobial peptide screening in genomes and metagenomes.

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

  Has reproduction · 83

  Macrel is an end-to-end pipeline that predicts high-quality AMP candidates from peptides, contigs, or reads of (meta)genomes

  curated hemopi-1 xiao cd-hit random amp homology-aware

• MZPAQ: a FASTQ data compression tool.

  PMID 31171931 · PMC6547476 · Source code for biology and medicine · 2019 · 8 claims · 4 setups

  Has reproduction · 58

  MZPAQ, a hybrid of MFCompress and ZPAQ, achieves the highest compression ratio compared to all evaluated state-of-the-art and general-purpose tools on all benchmark datasets.

  mpeg fastq read quality

• 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

• 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

• TPRpred: a tool for prediction of TPR-, PPR- and SEL1-like repeats from protein sequences.

  PMID 17199898 · PMC1774580 · BMC bioinformatics · 2007 · 7 claims · 8 setups

  Full-text index only

  TPRpred detects divergent/remote-homolog TPR repeat units that existing resources (Pfam, SMART, REP) fail to detect

  scop-derived malt nr-70 scop profile-based dali remote

• Improved mutation tagging with gene identifiers applied to membrane protein stability prediction.

  PMID 19758467 · PMC2745585 · BMC bioinformatics · 2009 · 8 claims · 4 setups

  Full-text index only

  MutationTagger achieves 87% F-measure for the mutation retrieval task on a benchmark dataset

  pubmed uniprot five mutation gene sequence

• maxATAC: Genome-scale transcription-factor binding prediction from ATAC-seq with deep neural networks.

  PMID 36719906 · PMC9917285 · PLoS computational biology · 2023 · 8 claims · 6 setups

  Has reproduction · 98

  maxATAC is a suite of deep neural network models enabling state-of-the-art, genome-scale TFBS prediction from ATAC-seq, with models for 127 human transcription factors

  lines hepg2 types single chip-seq omni-atac-seq atac-seq

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

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

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  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

• 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

• Update of the G2D tool for prioritization of gene candidates to inherited diseases.

  PMID 17478516 · PMC1933178 · Nucleic acids research · 2007 · 8 claims · 4 setups

  Full-text index only

  G2D is a web server that prioritizes candidate genes for inherited diseases using three distinct algorithms based on different input information.

  genome genomic etrb computational literature go-similarity

• Functional analysis of novel SNPs and mutations in human and mouse genomes.

  PMID 19091009 · PMC2638150 · BMC bioinformatics · 2008 · 8 claims · 7 setups

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  FANS streamlines functional analysis of novel SNPs and mutations into a simplified, few-click, four-step procedure.

  apoe 11-nucleotide sequence genomic manual automated exonic

• 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

• 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

• Hobbes: optimized gram-based methods for efficient read alignment.

  PMID 22199254 · PMC3315303 · Nucleic acids research · 2012 · 8 claims · 4 setups

  Has reproduction · 83

  Hobbes, a gram-based short-read mapper supporting Hamming and edit distance, is faster than all other read-mapping programs tested while maintaining high mapping quality.

  genome hg18 example reference read-mapping character-substitution algorithmic

• FusionQ: a novel approach for gene fusion detection and quantification from paired-end RNA-Seq.

  PMID 23768108 · PMC3691734 · BMC bioinformatics · 2013 · 8 claims · 8 setups

  Has reproduction · 65

  FusionQ is a novel tool that detects gene fusions, constructs chimerical transcript structures, and estimates their abundances from paired-end RNA-Seq data.

  simulated four rna-seq randomly simulated paired-end read-mappability