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).
-
Has reproduction · 87
Enhanced Generalizability of RNA Secondary Structure Prediction via Convolutional Block Attention Network and Ensemble Learning.
PMID 40871599 · PMC12388828 · Molecules (Basel, Switzerland) · 2025 · 8 claims · 8 setups
TrioFold integrates base-pairing clues from thermodynamic- and DL-based methods via ensemble learning and a convolutional block attention mechanism to enhance RSS prediction generalizability.
-
Has reproduction · 59
Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.
PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups
The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance
-
Has reproduction · 71
RNAmountAlign: Efficient software for local, global, semiglobal pairwise and multiple RNA sequence/structure alignment.
PMID 31978147 · PMC6980424 · PloS one · 2020 · 8 claims · 6 setups
RNAmountAlign is the first RNA sequence/structure pairwise alignment algorithm based on incremental ensemble mountain distance, running in O(n^3) time and O(n^2) space for two sequences of length n.
-
Full-text index only
Ab initio identification of human microRNAs based on structure motifs.
PMID 18088431 · PMC2238772 · BMC bioinformatics · 2007 · 8 claims · 7 setups
MiRPred predicts miRNA precursors ab initio using only predicted secondary structure motifs, ignoring nucleotide sequence
-
Full-text index only
Detecting purely epistatic multi-locus interactions by an omnibus permutation test on ensembles of two-locus analyses.
PMID 19761607 · PMC2759961 · BMC bioinformatics · 2009 · 8 claims · 5 setups
2LOmb performs an omnibus permutation test on ensembles of two-locus analyses via a four-step algorithm (two-locus analysis, permutation test, global p-value determination, progressive ensemble search)
-
Has reproduction · 60
Core transcriptional signatures of phase change in the migratory locust.
PMID 31292921 · PMC6881432 · Protein & cell · 2019 · 8 claims · 7 setups
PhaseCore genes defined by AC-PCA contribution to phase differentiation predict phase status with >87.5% accuracy
-
Full-text index only
MALDI profiling of human lung cancer subtypes.
PMID 19890392 · PMC2767501 · PloS one · 2009 · 8 claims · 8 setups
PIMAC/MALDI-TOF peptide profiles combined with classification models can distinguish normal lung from tumor and differentiate NSCLC histological subtypes
-
Full-text index only
CorGen--measuring and generating long-range correlations for DNA sequence analysis.
PMID 16845099 · PMC1538783 · Nucleic acids research · 2006 · 8 claims · 3 setups
CorGen is a web server that measures long-range correlations in DNA sequences and generates random sequences with the same (or user-specified) correlation and composition parameters
-
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.