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).

• An open RNA-Seq data analysis pipeline tutorial with an example of reprocessing data from a recent Zika virus study.

  PMID 27583132 · PMC4972086 · F1000Research · 2016 · 6 claims · 6 setups

  Has reproduction · 74

  An open-source, reproducible RNA-seq pipeline delivered as an IPython notebook and Docker image can process raw RNA-seq data into interactive PCA/HC plots, enrichment results, and small-molecule predictions with minimal setup overhead

  ipsc-derived same top differentially bulk principal hierarchical

• Timing constraints of in vivo gag mutations during primary HIV-1 subtype C infection.

  PMID 19890401 · PMC2768328 · PloS one · 2009 · 7 claims · 7 setups

  Full-text index only

  Reverse mutations to the wild type (HIV-1C consensus) in Gag appear significantly earlier than escape mutations from the wild type during primary infection

  hiv-1 same sequenced gag single-genome mhc hypermutation

• The evolutionary dynamics of a rapidly mutating virus within and between hosts: the case of hepatitis C virus.

  PMID 19911046 · PMC2768904 · PLoS computational biology · 2009 · 8 claims · 3 setups

  Full-text index only

  The replication rate of the strain that initiates an infection has a strong effect on the fitness of the infection at the between-host level, even though the virus evolves rapidly within the host.

  computational same simulation stochastic parameter-sweep multivariate

• 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

• COVID-19 vaccination atlas using an integrative systems vaccinology approach.

  PMID 40456760 · PMC12130191 · NPJ vaccines · 2025 · 8 claims · 6 setups

  Has reproduction · 69

  mRNA vaccines induce transient but strong immune responses after booster doses

  pbmcs immune pbmc bulk gene principal

• The indirect effect of mRNA-based COVID-19 vaccination on healthcare workers' unvaccinated household members.

  PMID 35246536 · PMC8897446 · Nature communications · 2022 · 5 claims · 4 setups

  Has reproduction

  mRNA-based COVID-19 vaccination of healthcare workers is associated with reduced SARS-CoV-2 infections among their unvaccinated adult household members (indirect effectiveness).

  vaccinated unvaccinated double observational

• Cell type-specific eQTL analysis of COVID-19 based on single-cell transcriptomic data.

  PMID 41064594 · PMC12501775 · NAR genomics and bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 51

  Single-cell eQTL analysis across eight immune cell types identified 2593 genes whose expression is significantly associated with common genetic polymorphisms, with most genes showing cell type-specific effects

  pbmcs eight pbmc monocytes scrna-seq genetic cis-eqtl

• Assessing the impacts of COVID-19 vaccination programme's timing and speed on health benefits, cost-effectiveness, and relative affordability in 27 African countries.

  PMID 36882868 · PMC9991879 · BMC medicine · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  Vaccination programmes with earlier start dates yield the most health benefits and lowest ICERs compared to late-starting programmes

  population-level age-structured same ethiopia dynamic epidemiological daly

• 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

  Full-text index only

  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

• Adaptive learning embedding features to improve the predictive performance of SARS-CoV-2 phosphorylation sites.

  PMID 37847658 · PMC10628388 · Bioinformatics (Oxford, England) · 2023 · 7 claims · 3 setups

  Has reproduction · 67

  PSPred-ALE, a deep learning predictor using a self-adaptive learning embedding algorithm, automatically extracts contextual sequence features and identifies SARS-CoV-2 phosphorylation sites without feature engineering.

  lung peptide same bulk deep traditional

• miRbiom: Machine-learning on Bayesian causal nets of RBP-miRNA interactions successfully predicts miRNA profiles.

  PMID 34637468 · PMC8509996 · PloS one · 2021 · 7 claims · 6 setups

  Has reproduction · 100

  RBPs beyond Drosha/DGCR8/Dicer are involved in regulating miRNA biogenesis and explain its spatio-temporal nature

  tissues computational rbps clip-seq rna-seq srna-seq

• Identification of herpesvirus transcripts from genomic regions around the replication origins.

  PMID 37773348 · PMC10541914 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 59

  Herpesviruses display distinct patterns of transcriptional overlaps near or at the replication origins (Oris)

  nine same vzv prv direct cage-seq qrt-pcr