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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Genome-wide identification of specific oligonucleotides using artificial neural network and computational genomic analysis.
PMID 17518996 · PMC1892811 · BMC bioinformatics · 2007 · 7 claims · 4 setups
The IAB algorithm (integration of ANN and BLAST) identifies genome-wide specific oligos much faster than pure BLAST search while maintaining comparable success rate and cross homology
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Analysis of cancer risk and BRCA1 and BRCA2 mutation prevalence in the kConFab familial breast cancer resource.
PMID 16507150 · PMC1413975 · Breast cancer research : BCR · 2006 · 6 claims · 7 setups
kConFab is a collaborative resource providing epidemiological, clinical, and biospecimen data from high-risk familial breast/ovarian cancer families, available to researchers worldwide for ethically approved, peer-reviewed projects.
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Has reproduction · 51
A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.
PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups
An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73
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Evaluation of two methods for computational HLA haplotypes inference using a real dataset.
PMID 18230173 · PMC2268655 · BMC bioinformatics · 2008 · 8 claims · 5 setups
PHASE v2.1.1 had the best overall performance in both haplotype construction and frequency calculation compared to Arlequin V3.0
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Comprehensive search for intra- and inter-specific sequence polymorphisms among coding envelope genes of retroviral origin found in the human genome: genes and pseudogenes.
PMID 16150157 · PMC1236922 · BMC genomics · 2005 · 8 claims · 5 setups
HERV-W (envW) and HERV-FRD (envFRD) envelope genes, both specifically expressed in placenta, show strong sequence conservation with only two nonsynonymous SNPs identified across 91 individuals
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Assignment of Streptococcus agalactiae isolates to clonal complexes using a small set of single nucleotide polymorphisms.
PMID 18710585 · PMC2533671 · BMC microbiology · 2008 · 7 claims · 6 setups
A four-SNP set (glnA36, glnA429, glcK180, adhP111) identified via the Not-N algorithm plus empirical testing divides GBS into 10 groups concordant with eBURST-defined population structure.
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Has reproduction · 83
Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.
PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups
Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD
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Has reproduction · 90
Inferring a spatial code of cell-cell interactions across a whole animal body.
PMID 36395331 · PMC9714814 · PLoS computational biology · 2022 · 8 claims · 6 setups
cell2cell computes cell-cell interaction (CCI) potential using a novel modified Bray-Curtis score based on complementary coexpression of ligand-receptor pairs between cells
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Has reproduction · 57
Environmental selection overturns the decay relationship of soil prokaryotic community over geographic distance across grassland biotas.
PMID 35073255 · PMC8828049 · eLife · 2022 · 8 claims · 7 setups
Prokaryotic community similarity follows a significant U-shape relationship over geographic distance up to 4000 km, decreasing within biotas but increasing across biotas after a tipping point of 1760-1920 km
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Integrated analysis of genetic and proteomic data identifies biomarkers associated with adverse events following smallpox vaccination.
PMID 18923431 · PMC2692715 · Genes and immunity · 2009 · 7 claims · 6 setups
A two-stage strategy (Random Forest filtering followed by decision tree modeling) can integrate categorical genetic and continuous proteomic data to identify biomarkers of AE risk
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Has reproduction · 63
Clustering and machine learning-based integration identify cancer associated fibroblasts genes' signature in head and neck squamous cell carcinoma.
PMID 37065499 · PMC10098459 · Frontiers in genetics · 2023 · 8 claims · 8 setups
Clustering of 31 CAFs genes across 868 HNSCC samples identifies two distinct molecular patterns (C1, C2) with different survival outcomes
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SNPAnalyzer: a web-based integrated workbench for single-nucleotide polymorphism analysis.
PMID 15980517 · PMC1160189 · Nucleic acids research · 2005 · 8 claims · 4 setups
SNPAnalyzer is an integrated web-based workbench that performs four statistical SNP analyses (Hardy-Weinberg equilibrium, haplotype estimation, linkage disequilibrium, and QTL analysis) in one common computational environment.