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).

• Adaptation to different human populations by HIV-1 revealed by codon-based analyses.

  PMID 16789820 · PMC1480537 · PLoS computational biology · 2006 · 8 claims · 8 setups

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  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.

  hiv-1 four simulated population-based maximum bayesian

• 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

• Evolutionary modeling of rate shifts reveals specificity determinants in HIV-1 subtypes.

  PMID 18989394 · PMC2566816 · PLoS computational biology · 2008 · 7 claims · 4 setups

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  A novel Bayesian method, RASER, can detect site-specific evolutionary rate shifts and the lineages in which they occurred without pre-specifying candidate lineages.

  hiv-1 simulated bayesian simulation structural

• Net positive charge of HIV-1 CRF01_AE V3 sequence regulates viral sensitivity to humoral immunity.

  PMID 18787705 · PMC2527523 · PloS one · 2008 · 8 claims · 5 setups

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  Reduction in V3's net positive charge makes V3 less variable due to limited positive selection

  hiv-1 recombinant plasma gp120 sequence single-round v3-peptide-based

• Stability analysis of mixtures of mutagenetic trees.

  PMID 18366778 · PMC2335279 · BMC bioinformatics · 2008 · 7 claims · 5 setups

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  Mutagenetic trees mixture models capture multiple alternative pathways of ordered accumulation of genetic events (e.g., HIV resistance mutations, cancer chromosomal aberrations).

  simulated hiv-1 hiv timed simulation genotypic mutagenetic

• 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

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  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).

  simulated cohort simulation applied

• Deep learning from phylogenies to uncover the epidemiological dynamics of outbreaks.

  PMID 35794110 · PMC9258765 · Nature communications · 2022 · 8 claims · 5 setups

  Has reproduction · 94

  Deep learning (FFNN-SS and CNN-CBLV) enables accurate and fast likelihood-free estimation of epidemiological parameters and model selection from phylogenies

  simulated same hiv-1 simulation-based bayesian maximum-likelihood

• Identifying the important HIV-1 recombination breakpoints.

  PMID 18787691 · PMC2522274 · PLoS computational biology · 2008 · 8 claims · 3 setups

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  Local sequence identity between co-packaged parental RNAs strongly influences the probability of strand-transfer/breakpoint location, with fewer breakpoints occurring near mismatches

  inter-subtype parental copy-choice probabilistic comparative

• 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

• Unlocking the microbial studies through computational approaches: how far have we reached?

  PMID 36920617 · PMC10016191 · Environmental science and pollution research international · 2023 · 8 claims · 8 setups

  Has reproduction

  Metagenomics enables culture-independent study of microbial communities directly from their natural environments, bypassing the need for clonal isolation.

  clinical bacteriophage vaginal hbv ngs random whole-genome