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).

• 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

• Identification of novel homologous microRNA genes in the rhesus macaque genome.

  PMID 18186931 · PMC2254598 · BMC genomics · 2008 · 8 claims · 2 setups

  Full-text index only

  454 rhesus miRNA genes were identified in total, including 383 novel genes in addition to 71 previously reported

  rhesus genome polya

• DeeReCT-APA: Prediction of Alternative Polyadenylation Site Usage Through Deep Learning.

  PMID 33662629 · PMC9801043 · Genomics, proteomics & bioinformatics · 2022 · 8 claims · 8 setups

  Has reproduction · 50

  DeeReCT-APA quantitatively predicts the usage of all competing PASs of a gene simultaneously, rather than casting the problem as pairwise comparison like prior methods.

  fibroblast genomic same 3'-region 3'-mrna deep

• MirDIP 5.2: tissue context annotation and novel microRNA curation.

  PMID 36453996 · PMC9825511 · Nucleic acids research · 2023 · 7 claims · 6 setups

  Has reproduction · 89

  mirDIP 5.2 removed eight outdated resources, added miRNATIP, and ran five prediction algorithms against miRBase and mirGeneDB miRNAs to expand and improve interaction coverage

  mirnas disease novel type mirna small bulk

• Extending Asia Pacific bioinformatics into new realms in the "-omics" era.

  PMID 19958472 · PMC2788361 · BMC genomics · 2009 · 8 claims · 6 setups

  Full-text index only

  88 full paper submissions were peer-reviewed for InCoB2009, with 49 shortlisted for oral presentation and 34 accepted into this BMC Genomics supplement, reflecting an overall acceptance rate of 50% across venues.

  nhe1 cancer mammalian bovine computational microarray quantile

• GeneMark: web software for gene finding in prokaryotes, eukaryotes and viruses.

  PMID 15980510 · PMC1160247 · Nucleic acids research · 2005 · 8 claims · 2 setups

  Full-text index only

  The GeneMark website provides web interfaces to the GeneMark family of ab initio gene-finding programs for prokaryotic, eukaryotic and viral genomic sequences

  escherichia arabidopsis initio

• AUGUSTUS: a web server for gene prediction in eukaryotes that allows user-defined constraints.

  PMID 15980513 · PMC1160219 · Nucleic acids research · 2005 · 8 claims · 1 setups

  Full-text index only

  AUGUSTUS web server allows users to impose constraints (splice sites, translation start/stop, known exons, exonic/intronic intervals) on predicted gene structures

  drosophila initio

• Experimental identification and in silico prediction of bacterivory in green algae.

  PMID 33649548 · PMC8245530 · The ISME journal · 2021 · 7 claims · 6 setups

  Has reproduction · 93

  Five prasinophyte strains (Pterosperma cristatum NIES626, Pyramimonas parkeae CCMP726, Pyramimonas parkeae NIES254, Nephroselmis pyriformis RCC618, Dolichomastix tenuilepis CCMP3274) ingest live fluorescently labeled bacteria, detected by microscopy and/or flow cytometry

  prasinophyte same green pelagibaca flow epifluorescence gene-based

• ResnetAge: A Resnet-Based DNA Methylation Age Prediction Method.

  PMID 38247911 · PMC10813502 · Bioengineering (Basel, Switzerland) · 2023 · 8 claims · 4 setups

  Has reproduction · 75

  ResnetAge, a ResNet-based neural network using 22,278 shared Illumina 27K/450K CpG sites, predicts DNA methylation age from beta values.

  shared independent methylation resnet comparative

• 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

• Comparative Metagenomic Analysis of Biosynthetic Diversity across Sponge Microbiomes Highlights Metabolic Novelty, Conservation, and Diversification.

  PMID 35862823 · PMC9426513 · mSystems · 2022 · 8 claims · 5 setups

  Has reproduction · 56

  The vast majority of recovered gene cluster families (GCFs) in sponge microbiomes show no similarity to any characterized BGC, revealing extreme biosynthetic novelty

  microbiomes sponge shotgun nonpareil 16s

• 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

• GenTB: A user-friendly genome-based predictor for tuberculosis resistance powered by machine learning.

  PMID 34461978 · PMC8407037 · Genome medicine · 2021 · 8 claims · 6 setups

  Has reproduction · 78

  GenTB is a free, open, web-based application offering two ML predictors (Random Forest and WDNN) that predict resistance to 13 and 10 anti-TB drugs, respectively.

  clinical tuberculosis registered whole-genome targeted retraining

• A screen for proteins that interact with PAX6: C-terminal mutations disrupt interaction with HOMER3, DNCL1 and TRIM11.

  PMID 16098226 · PMC1208879 · BMC genetics · 2005 · 8 claims · 7 setups

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  PAX6 interacts with three novel proteins: HOMER3, DNCL1 and TRIM11

  pax6 brain yeast sequence yeast semi-quantitative

• How to find soluble proteins: a comprehensive analysis of alpha/beta hydrolases for recombinant expression in E. coli.

  PMID 15804363 · PMC1079826 · BMC genomics · 2005 · 7 claims · 7 setups

  Full-text index only

  Predicted solubility in E. coli (via CV-CV') depends on hydrolase size, phylogenetic origin, homologous family, and superfamily

  lipase bacterial small genera cv-cv correlation grouped

• Sequence changes in predicted promoter elements of STK11/LKB1 are unlikely to contribute to Peutz-Jeghers syndrome.

  PMID 15774015 · PMC1084245 · BMC genomics · 2005 · 6 claims · 4 setups

  Full-text index only

  Integrated phylogenetic foot printing and transcription factor binding site (TFBS) prediction identified a consensus putative STK11/LKB1 promoter region between nucleotides -1090 and -1472

  genomic phylogenetic direct high

• 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

• Biomarkers that discriminate multiple myeloma patients with or without skeletal involvement detected using SELDI-TOF mass spectrometry and statistical and machine learning tools.

  PMID 17124346 · PMC3862287 · Disease markers · 2006 · 8 claims · 5 setups

  Full-text index only

  SELDI-TOF MS serum profiling can discriminate MM patients with vs without skeletal (bone lesion) involvement using peak biomarkers

  serum seldi seldi-tof serum univariate

• Genomic view of the evolution of the complement system.

  PMID 16896831 · PMC2480602 · Immunogenetics · 2006 · 8 claims · 6 setups

  Full-text index only

  Bony fish and higher vertebrates share practically the same set of complement genes, indicating most complement gene duplications occurred by the teleost/mammalian divergence (~500 MYA)

  chicken complement sponge shark comparative phylogenetic reverse

• Using ESTs to improve the accuracy of de novo gene prediction.

  PMID 16817966 · PMC1534067 · BMC bioinformatics · 2006 · 8 claims · 8 setups

  Full-text index only

  TWINSCAN_EST combines EST alignments with TWINSCAN via a trainable 'ESTseq' representation and improves exact gene structure prediction accuracy on the whole C. elegans genome

  elegans genome chromosome novo gene partial