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).

• Synonymous substitution rates predict HIV disease progression as a result of underlying replication dynamics.

  PMID 17305421 · PMC1797821 · PLoS computational biology · 2007 · 8 claims · 8 setups

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  The synonymous substitution rate (dS) of HIV env is strongly correlated with disease progression parameters (progression time, CD4+ decline rate, viral load increase rate), unlike the nonsynonymous rate (dN).

  longitudinal backbone env intra-patient relaxed-clock correlation site-to-site

• Assessing the gene space in draft genomes.

  PMID 19042974 · PMC2615622 · Nucleic acids research · 2009 · 6 claims · 7 setups

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  The proportion of mapped CEGs in a draft genome assembly is a useful metric for describing gene space completeness, complementing N50 and x-fold coverage.

  caenorhabditis toxoplasma homo briggsae cegma blast tblastn

• Identification and analysis of co-occurrence networks with NetCutter.

  PMID 18781200 · PMC2526157 · PloS one · 2008 · 8 claims · 4 setups

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  Random sampling from a complete permutation set of the bipartite graph permits co-occurrence analysis with optimal stringency, and the edge-swapping (ES) model closely approximates this and is the preferred null-model among six tested.

  publime bipartite randomized co-occurrence null-model signal-to-noise

• Evidence of recombination in Hepatitis C Virus populations infecting a hemophiliac patient.

  PMID 19922637 · PMC2784780 · Virology journal · 2009 · 7 claims · 6 setups

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  A new intragenotypic recombinant HCV strain (1b/1a), named H23, was detected in 1 of 10 hemophiliac patients studied

  hcv 5'ncr serum maximum sequence recombination

• Electron Energy Partition across Interplanetary Shocks. I. Methodology and Data Product.

  PMID 31806920 · PMC6894189 · The Astrophysical journal. Supplement series · 2019 · 7 claims · 3 setups

  Has reproduction · 92

  Solar wind electron VDFs below ~1.2 keV are best modeled as the sum of three components: a cold dense core, a hot tenuous halo, and a field-aligned beam/strahl.

  solar electron quasi-static proton

• Antigenic diversity, transmission mechanisms, and the evolution of pathogens.

  PMID 19847288 · PMC2759524 · PLoS computational biology · 2009 · 8 claims · 3 setups

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  Three distinct infection types (A, B, C) emerge as maxima in the pathogen fitness landscape, each with characteristic within-host dynamics, contact network structure, and transmission mode

  generic simulated hiv-1 stochastic dynamic regression

• 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

• Quantitative analysis of single nucleotide polymorphisms within copy number variation.

  PMID 19093001 · PMC2600609 · PloS one · 2008 · 8 claims · 2 setups

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  Copy number variation is a major factor in HWE violation for SNPs with small minor allele frequency, large sample size, and 0-1% genotyping error rate

  biallelic simulated bayesian chi-square

• Gene Expression Atlas update--a value-added database of microarray and sequencing-based functional genomics experiments.

  PMID 22064864 · PMC3245177 · Nucleic acids research · 2012 · 8 claims · 5 setups

  Has reproduction · 83

  Gene Expression Atlas is an added-value database providing curated, re-annotated and statistically analysed gene expression data across cell types, organism parts, developmental stages, disease states and other biological/experimental conditions, derived from ArrayExpress Archive and the European Nucleotide Archive.

  species microrna atlas microarray rna-seq microrna

• 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

• Importance sampling for the infinite sites model.

  PMID 18976228 · PMC2832804 · Statistical applications in genetics and molecular biology · 2008 · 7 claims · 2 setups

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  A new importance sampling proposal distribution for the ISM, derived from a new result on exact sampling from a single segregating site, generally shows greater efficiency than the GT and SD proposals.

  simulated empirical computational reanalysis

• SignS: a parallelized, open-source, freely available, web-based tool for gene selection and molecular signatures for survival and censored data.

  PMID 18208605 · PMC2265264 · BMC bioinformatics · 2008 · 8 claims · 1 setups

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  SignS is a web-based tool and R package implementing four gene-selection/signature-building methods for survival data (Dave et al., Gui and Li, random forests with conditional inference trees, and boosting with component-wise Cox models).

  microarray gene-by-gene

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

  PMID 37995291 · PMC10697738 · Bioinformatics (Oxford, England) · 2023 · 7 claims · 6 setups

  Has reproduction · 79

  CLSM6A, a CNN-based model set, predicts single-nucleotide-resolution m6A RNA modification sites across eight cell lines and three tissues in H. sapiens

  clsm6a learned last-layer computational model-based propagation-based

• GeMI: interactive interface for transformer-based Genomic Metadata Integration.

  PMID 35657113 · PMC9216561 · Database : the journal of biological databases and curation · 2022 · 8 claims · 5 setups

  Has reproduction · 64

  GeMI is a web tool that uses a fine-tuned GPT2 model to extract 15 structured key-value attributes from free-text GEO sample metadata.

  cistrome encode geo fine-tuned manual batch transformer-based

• Developing a novel immune infiltration-associated mitophagy prediction model for amyotrophic lateral sclerosis using bioinformatics strategies.

  PMID 38601155 · PMC11005030 · Frontiers in immunology · 2024 · 7 claims · 6 setups

  Has reproduction · 71

  An 18-gene mitophagy-related prognostic signature was identified by machine learning and used to build a prognostic risk score model for ALS.

  peripheral als lumbar bulk cibersort gsea

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• Helicobacter pylori: after the genomes, back to biology.

  PMID 12668641 · PMC2193897 · The Journal of experimental medicine · 2003 · 8 claims · 5 setups

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  STM screening of 960 H. pylori mutants in gerbils identifies genes required for in vivo colonization

  helicobacter diffuse signature-tagged genome yeast

• Heart disease, clinical proteomics and mass spectrometry.

  PMID 15502250 · PMC3839266 · Disease markers · 2004 · 8 claims · 4 setups

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  Proteins bound to serum albumin (the albuminome) will be altered in patients with heart failure compared to controls

  swine animal general affinity maldi-tof tandem

• GeneSeer: a sage for gene names and genomic resources.

  PMID 16176584 · PMC1266031 · BMC genomics · 2005 · 7 claims · 4 setups

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  GeneSeer aggregates gene name synonyms from GenBank, FlyBase, ExPASy, HUGO, ENSEMBL, UCSC and Gene Ontology into a name-translation database that maps any familiar name to a reference (SOFAR) identifier.

  sofar clusters rnai gene blast sequence shrna

• BABELOMICS: a systems biology perspective in the functional annotation of genome-scale experiments.

  PMID 16845052 · PMC1538844 · Nucleic acids research · 2006 · 8 claims · 8 setups

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  Babelomics is presented as an updated, complete suite of web tools for functional analysis of genome-scale experiments with new and improved modules

  pre-selected pre-tabulated genes ranked kegg expression text-mining