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).
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Stability analysis of mixtures of mutagenetic trees.
PMID 18366778 · PMC2335279 · BMC bioinformatics · 2008 · 7 claims · 5 setups
Mutagenetic trees mixture models capture multiple alternative pathways of ordered accumulation of genetic events (e.g., HIV resistance mutations, cancer chromosomal aberrations).
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Adaptation to different human populations by HIV-1 revealed by codon-based analyses.
PMID 16789820 · PMC1480537 · PLoS computational biology · 2006 · 8 claims · 8 setups
Developed two fixed effects maximum likelihood methods: one to detect selection that persists in a population (internal vs. terminal branches) and one to detect differential selection on codons between two populations.
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Application of two machine learning algorithms to genetic association studies in the presence of covariates.
PMID 19014573 · PMC2620353 · BMC genetics · 2008 · 8 claims · 3 setups
The relative performance of RF and MARS for detecting genotype-trait associations depends on both the strategy used to handle covariates and the true underlying model of association (e.g., confounding vs. mediation vs. interaction).
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Has reproduction · 94
Deep learning from phylogenies to uncover the epidemiological dynamics of outbreaks.
PMID 35794110 · PMC9258765 · Nature communications · 2022 · 8 claims · 5 setups
Deep learning (FFNN-SS and CNN-CBLV) enables accurate and fast likelihood-free estimation of epidemiological parameters and model selection from phylogenies
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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
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).
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Evolutionary modeling of rate shifts reveals specificity determinants in HIV-1 subtypes.
PMID 18989394 · PMC2566816 · PLoS computational biology · 2008 · 7 claims · 4 setups
A novel Bayesian method, RASER, can detect site-specific evolutionary rate shifts and the lineages in which they occurred without pre-specifying candidate lineages.
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Antigenic diversity, transmission mechanisms, and the evolution of pathogens.
PMID 19847288 · PMC2759524 · PLoS computational biology · 2009 · 8 claims · 3 setups
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
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Hit selection with false discovery rate control in genome-scale RNAi screens.
PMID 18628291 · PMC2504311 · Nucleic acids research · 2008 · 8 claims · 3 setups
A Bayesian FDR-controlling methodology for hit selection in genome-scale RNAi HTS is proposed, using a direct posterior probability approach analogous to Newton et al.
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Computation of haplotypes on SNPs subsets: advantage of the "global method".
PMID 17067372 · PMC1636337 · BMC genetics · 2006 · 6 claims · 4 setups
The global method for subhaplotyping always yields a lower error rate than the direct method across datasets and SNP subset sizes
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Automated recognition of retroviral sequences in genomic data--RetroTector.
PMID 17636050 · PMC1976444 · Nucleic acids research · 2007 · 8 claims · 8 setups
RetroTector uses 'fragment threading' (detection of chains of conserved retroviral motifs satisfying distance constraints) combined with LTR detection and protein reconstruction to identify ERVs in genomic sequences
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Has reproduction · 43
TransFlow: a Snakemake workflow for transmission analysis of Mycobacterium tuberculosis whole-genome sequencing data.
PMID 36469333 · PMC9825751 · Bioinformatics (Oxford, England) · 2023 · 8 claims · 8 setups
TransFlow is a Snakemake- and Conda-based workflow that combines state-of-the-art tools into a single, fast, scalable pipeline for MTBC WGS-based transmission analysis.