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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Has reproduction · 86
Molecular Classification Models for Triple Negative Breast Cancer Subtype Using Machine Learning.
PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 6 claims · 4 setups
A training gene set of 719 unique upregulated DEGs (subtype-specific) can be used to build ML models that classify TNBC into BLIA, BLIS, MES, and LAR subtypes.
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Conserved positive selection signals in gp41 across multiple subtypes and difference in selection signals detectable in gp41 sequences sampled during acute and chronic HIV-1 subtype C infection.
PMID 19025632 · PMC2630941 · Virology journal · 2008 · 8 claims · 4 setups
Twelve gp41 sites (outside the overlapping rev exon2 reading frame) show positive selection conserved across multiple HIV-1 M subtypes/CRFs, making them candidate targets for broadly protective vaccines.
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The HIV positive selection mutation database.
PMID 17108357 · PMC1669717 · Nucleic acids research · 2007 · 8 claims · 5 setups
The database provides codon-level Ka/Ks selection pressure maps for HIV protease and the first 381 codons of RT, built from a novel ~50,000-sample clinical dataset.
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Identifying the important HIV-1 recombination breakpoints.
PMID 18787691 · PMC2522274 · PLoS computational biology · 2008 · 8 claims · 3 setups
Local sequence identity between co-packaged parental RNAs strongly influences the probability of strand-transfer/breakpoint location, with fewer breakpoints occurring near mismatches
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Has reproduction · 69
Automatic discovery of 100-miRNA signature for cancer classification using ensemble feature selection.
PMID 31533612 · PMC6751684 · BMC bioinformatics · 2019 · 7 claims · 8 setups
An ensemble feature selection method based on classifier consensus identifies a robust 100-miRNA signature from TCGA data.
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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
Reduction in V3's net positive charge makes V3 less variable due to limited positive selection
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Has reproduction · 89
Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.
PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 3 setups
Graph Random Forest (GRF) embeds graph/network information directly into the decision-tree building process by splitting on features in the k-hop neighborhood of a data-driven head-splitting node.
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Relation of candidate genes that encode for endothelial function to migraine and stroke: the Stroke Prevention in Young Women study.
PMID 19661472 · PMC2753702 · Stroke · 2009 · 8 claims · 6 setups
EDN SNP rs1800542 is associated with increased ischemic stroke risk in Caucasian women
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Integrating complex genomic datasets and tumour cell sensitivity profiles to address a 'simple' question: which patients should get this drug?
PMID 20003409 · PMC2799438 · BMC medicine · 2009 · 8 claims · 5 setups
A panel of 48 genomically characterized breast cancer cell lines can model patient tumour heterogeneity to identify biomarkers predicting response to PG-11047
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Microarray analysis: genome-scale hypothesis scanning.
PMID 14551912 · PMC212694 · PLoS biology · 2003 · 8 claims · 5 setups
Microarrays can be used to both test and generate hypotheses, not merely to fish for candidate genes.
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Has reproduction · 73
A gene signature related to programmed cell death to predict immunotherapy response and prognosis in colon adenocarcinoma.
PMID 39950044 · PMC11823652 · PeerJ · 2025 · 8 claims · 8 setups
COAD patients can be divided into two molecular subtypes (S1, S2) based on 21 prognostic PCD-related genes, with S1 showing worse prognosis and immunosuppressive microenvironment, S2 showing better prognosis and stronger anti-tumor immunity