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 · 85
Optimisation of the core subset for the APY approximation of genomic relationships.
PMID 36418945 · PMC9682752 · Genetics, selection, evolution : GSE · 2022 · 7 claims · 3 setups
APY approximates the full genomic relationship matrix by splitting genotyped animals into a core subset (fully dependent, direct inverse) and a non-core subset (conditionally independent given core), reducing inversion cost.
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Has reproduction · 96
Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.
PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups
Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.
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Has reproduction · 85
Improving genomic prediction accuracy for methane emission and feed efficiency in sheep: integrating rumen microbial PCA with host genomic variation using neural network GBLUP (NN-GBLUP).
PMID 40676527 · PMC12273308 · Genetics, selection, evolution : GSE · 2025 · 6 claims · 8 setups
PCA effectively reduces the dimensionality of high-dimensional RMC data while retaining essential biological information.
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Towards alignment independent quantitative assessment of homology detection.
PMID 17205117 · PMC1762415 · PloS one · 2006 · 8 claims · 6 setups
The Fhom Estimator uses the prevalence of a conserved protein feature (X) in two protein sets to estimate the fraction of true homologs among paired proteins, independent of alignment quality.
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AUGUSTUS at EGASP: using EST, protein and genomic alignments for improved gene prediction in the human genome.
PMID 16925833 · PMC1810548 · Genome biology · 2006 · 8 claims · 5 setups
AUGUSTUS predicted significantly more genes correctly than any other ab initio program in EGASP
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Accurate splice site prediction using support vector machines.
PMID 18269701 · PMC2230508 · BMC bioinformatics · 2007 · 8 claims · 5 setups
Weighted degree (WD) kernel SVMs outperform Markov Chains, GeneSplicer and SpliceMachine for genome-wide splice site recognition
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Optimality driven nearest centroid classification from genomic data.
PMID 17912341 · PMC1991588 · PloS one · 2007 · 7 claims · 5 setups
A theoretical result determines the subset of features of a given size that minimizes the misclassification rate for a nearest-centroid (LDA) classifier, based on equation (4).
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Has reproduction · 98
Predicting position along a looping immune response trajectory.
PMID 30296270 · PMC6175499 · PloS one · 2018 · 8 claims · 6 setups
Looper is a computational method that automatically identifies phase-shifted gene pairs (using SAX symbolic representation) that trace loops in longitudinal expression data.
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Predicting the phenotypic effects of non-synonymous single nucleotide polymorphisms based on support vector machines.
PMID 18005451 · PMC2216041 · BMC bioinformatics · 2007 · 8 claims · 5 setups
Parepro, an SVM-based method integrating three attribute sets (RD, MI, IE) derived from evolutionary and residue-property information, predicts whether an nsSNP is deleterious or neutral.
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Has reproduction · 40
On the holobiont 'predictome' of immunocompetence in pigs.
PMID 37127575 · PMC10150480 · Genetics, selection, evolution : GSE · 2023 · 8 claims · 8 setups
Holobiont (combined genotype + microbiome) models performed better than partial models (genotype-only or microbiome-only) overall
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Has reproduction · 78
Evaluating Distribution and Prognostic Value of New Tumor-Infiltrating Lymphocytes in HCC Based on a scRNA-Seq Study With CIBERSORTx.
PMID 33043022 · PMC7527443 · Frontiers in medicine · 2020 · 5 claims · 6 setups
CIBERSORTx can combine scRNA-seq-derived signatures with bulk HCC transcriptomes to estimate proportions of 11 TIL subsets and infer cell-type-specific gene expression.
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Has reproduction · 50
Heterogeneity of cancer-associated fibroblasts in head and neck squamous cell carcinoma.
PMID 37320872 · PMC10277597 · Translational oncology · 2023 · 8 claims · 9 setups
Seven distinct CAF subsets exist in HNSCC, identified via integration of scRNA-seq, bulk transcriptomic, and spatial transcriptomic data.
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Has reproduction · 60
TRAPID 2.0: a web application for taxonomic and functional analysis of de novo transcriptomes.
PMID 34197621 · PMC8464036 · Nucleic acids research · 2021 · 8 claims · 8 setups
TRAPID 2.0 is a web application performing global characterization of de novo transcriptomes via structural, functional, and taxonomic annotation in an initial processing phase, followed by an exploratory phase of downstream analyses.
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Expression of full-length p53 and its isoform Deltap53 in breast carcinomas in relation to mutation status and clinical parameters.
PMID 17054774 · PMC1636663 · Molecular cancer · 2006 · 7 claims · 7 setups
The alternative splice isoform Δp53 mRNA is co-expressed with full-length p53 mRNA in breast tumors and cell lines
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fREDUCE: detection of degenerate regulatory elements using correlation with expression.
PMID 17941998 · PMC2174516 · BMC bioinformatics · 2007 · 6 claims · 5 setups
fREDUCE is a computational method that detects weak or degenerate binding motifs from gene expression or ChIP-chip data by exhaustive search of degenerate IUPAC oligonucleotides
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Cataloging coding sequence variations in human genome databases.
PMID 18974781 · PMC2570488 · PloS one · 2008 · 8 claims · 7 setups
A significant proportion of CVs overlap between HGMD and dbSNP (4.36% of HGMD CVs registered in dbSNP; 8.11% of dbSNP CVs registered in HGMD), warranting caution when interpreting phenotypic relevance of concurrent CVs.
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Genetic variation in an individual human exome.
PMID 18704161 · PMC2493042 · PLoS genetics · 2008 · 8 claims · 7 setups
The ~12,500 nonsilent coding variants in the HuRef exome can be reduced ~8-fold to a set of ~1,600 variants most likely to affect protein function.
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PhylomeDB: a database for genome-wide collections of gene phylogenies.
PMID 17962297 · PMC2238872 · Nucleic acids research · 2008 · 7 claims · 6 setups
PhylomeDB is a publicly accessible database storing complete, genome-wide collections of gene phylogenies (phylomes).
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The diploid genome sequence of an Asian individual.
PMID 18987735 · PMC2716080 · Nature · 2008 · 8 claims · 8 setups
First diploid genome sequence of an Asian (Han Chinese) individual generated using massively parallel Illumina sequencing
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Improving melanoma classification by integrating genetic and morphologic features.
PMID 18532874 · PMC2408611 · PLoS medicine · 2008 · 7 claims · 5 setups
BRAF-mutant melanomas show distinct morphological features (upward migration and nesting of intraepidermal melanocytes, epidermal thickening, sharper lateral demarcation, larger/rounder/more pigmented tumor cells) compared to non-mutant melanomas