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).

• Optimized mixed Markov models for motif identification.

  PMID 16749929 · PMC1534070 · BMC bioinformatics · 2006 · 8 claims · 4 setups

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  OMiMa can incorporate more than NNSplice's pairwise dependencies

  simulated regulatory splice biological motif pairwise

• Predicting survival outcomes using subsets of significant genes in prognostic marker studies with microarrays.

  PMID 16549007 · PMC1544357 · BMC bioinformatics · 2006 · 7 claims · 2 setups

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  A methodology combining Cox proportional hazards models with a compound covariate, cross-validated log partial likelihood (ACVL) for predictive accuracy, and permutation-based significance testing can identify an optimal subset of significant genes for survival prediction

  simulated diffuse simulation cdna

• 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

• Human methylome variation across Infinium 450K data on the Gene Expression Omnibus.

  PMID 33937763 · PMC8061458 · NAR genomics and bioinformatics · 2021 · 8 claims · 8 setups

  Has reproduction · 88

  Among annotated HM450K GEO samples, about two-thirds were from blood, one-quarter from brain, and about one-third were from cancer patients.

  hm450k geo seven dnam beadarray regular-expression-based

• Prostate cancer genomics: towards a new understanding.

  PMID 19104501 · PMC2721916 · Nature reviews. Genetics · 2009 · 8 claims · 8 setups

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  Multiple GWAS have identified over a dozen replicated germline SNPs each associated with a modest increase in prostate cancer risk

  germline families african-american combined genome-wide linkage admixture

• BRCA1 and BRCA2 mutation predictions using the BOADICEA and BRCAPRO models and penetrance estimation in high-risk French-Canadian families.

  PMID 16417652 · PMC1413985 · Breast cancer research : BCR · 2006 · 8 claims · 7 setups

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  BOADICEA predicts accurately the number of BRCA1 and BRCA2 mutations across family groups and discriminates well between carriers and noncarriers

  french-canadian families brca1-positive same targeted full-length multiplex

• The specificity and polymorphism of the MHC class I prevents the global adaptation of HIV-1 to the monomorphic proteasome and TAP.

  PMID 18949050 · PMC2569417 · PloS one · 2008 · 6 claims · 5 setups

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  Within individual hosts, proteasome and TAP escape mutations in HIV-1 occur frequently

  hiv-1 hla-genotyped predicted bioinformatic longitudinal ancestral

• The UCSC Proteome Browser.

  PMID 15608236 · PMC540054 · Nucleic acids research · 2005 · 8 claims · 5 setups

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  The UCSC Proteome Browser is tightly integrated with the UCSC Genome Browser, giving users simultaneous access to genome and proteome data.

  swiss-prot sequence domain isoelectric

• Accurate prediction of the functional significance of single nucleotide polymorphisms and mutations in the ABCA1 gene.

  PMID 16429166 · PMC1342637 · PLoS genetics · 2005 · 8 claims · 5 setups

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  PANTHER subPSEC scores correctly predicted the functional impact of >94% (16/17) of tested naturally occurring ABCA1 variants

  abca1 stably subpsec cholesterol rt-pcr

• ProMiR II: a web server for the probabilistic prediction of clustered, nonclustered, conserved and nonconserved microRNAs.

  PMID 16845048 · PMC1538778 · Nucleic acids research · 2006 · 6 claims · 4 setups

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  ProMiR II improves on the original ProMiR by integrating free energy, G/C ratio, conservation score and entropy for more controllable miRNA prediction

  genome cytomegalovirus six probabilistic 5-fold directional

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 6 claims · 5 setups

  Has reproduction · 77

  SurvConvMixer, using pathway-level gene expression images and ConvMixer, achieves strong internal validation AUC for overall survival prediction, especially on larger datasets like LUAD

  luad lusc skcm trained deep benchmark model

• 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

• Prediction of Alzheimer's disease-specific phospholipase c gamma-1 SNV by deep learning-based approach for high-throughput screening.

  PMID 33397809 · PMC7826347 · Proceedings of the National Academy of Sciences of the United States of America · 2021 · 7 claims · 7 setups

  Has reproduction · 48

  An AD-specific frameshift insertion SNV in exon 27 of mouse PLCγ1 causes abnormal exon skipping (exons 26-30) during mRNA maturation in 5xFAD cortex

  cortex forebrain plcγ1 bulk rna-seq-based western

• Genomic prediction based on selective linkage disequilibrium pruning of low-coverage whole-genome sequence variants in a pure Duroc population.

  PMID 37853325 · PMC10583454 · Genetics, selection, evolution : GSE · 2023 · 5 claims · 6 setups

  Has reproduction

  SLDP selects a subset of WGS variants using GWAS prior information (P-value threshold) combined with LD pruning (r2) to improve genomic prediction accuracy.

  duroc discovery training real low-coverage genome-wide genomic

• A model-based approach to selection of tag SNPs.

  PMID 16776821 · PMC1525207 · BMC bioinformatics · 2006 · 7 claims · 5 setups

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  The Li and Stephens hidden Markov model outperforms other tested models (simple Markov, two-state HMM, HMM-4D, greedy GR-1/GR-2) in description code-length, tag set information content, and prediction of tagged SNPs.

  hapmap encode enr112 tag cross-validated entropy tagged

• In silico promoters: modelling of cis-regulatory context facilitates target predictio.

  PMID 18505473 · PMC3823354 · Journal of cellular and molecular medicine · 2009 · 8 claims · 8 setups

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  An integrated 'profiling of transcriptional targets' (PTT) strategy by Freebern et al. identified IGF-1 as a co-modulator of immune cell function genes in mitogen/drug-activated T cells.

  serca2 rantes genes podocyte-associated literature-based promoter cross-referenced

• PA-GOSUB: a searchable database of model organism protein sequences with their predicted Gene Ontology molecular function and subcellular localization.

  PMID 15608166 · PMC540074 · Nucleic acids research · 2005 · 7 claims · 4 setups

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  PA-GOSUB significantly extends the coverage of GO molecular function and subcellular localization annotations for 10 model organism proteomes compared with existing databases (GOA, Swiss-Prot).

  sequences query swiss-prot naive-bayes blast feature

• miRge 2.0 for comprehensive analysis of microRNA sequencing data.

  PMID 30153801 · PMC6112139 · BMC bioinformatics · 2018 · 8 claims · 6 setups

  Has reproduction · 89

  An SVM-based novel miRNA detection model achieves an average MCC of 0.939 across 32 human cell datasets and outperforms miRDeep2 and miRAnalyzer on phylogenetic conservation of predicted miRNAs

  unmapped pooled colon adipose small novel a-to-i

• Improving genomic prediction accuracy for methane emission and feed efficiency in sheep: integrating rumen microbial PCA with host genomic variation using neural network GBLUP (NN-GBLUP).

  PMID 40676527 · PMC12273308 · Genetics, selection, evolution : GSE · 2025 · 6 claims · 8 setups

  Has reproduction · 85

  PCA effectively reduces the dimensionality of high-dimensional RMC data while retaining essential biological information.

  sheep rumen rmc genomic rumen snp

• Coverage of whole proteome by structural genomics observed through protein homology modeling database.

  PMID 17146617 · PMC1769342 · Journal of structural and functional genomics · 2006 · 8 claims · 7 setups

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  FAMSBASE, a homology-modeling database of whole-genome ORFs, currently covers about 50% of predicted ORFs (368,724 of 734,193) across 276 genomes with modeled 3D structures.

  orfs predicted modeled representative homology transmembrane intrinsic