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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Design and analysis issues in genome-wide somatic mutation studies of cancer.
PMID 18692126 · PMC2820387 · Genomics · 2009 · 6 claims · 4 setups
Two-stage (discovery + validation) sequencing designs efficiently allocate resources and can produce highly informative candidate driver gene lists even with relatively small sample sizes.
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Integration of text- and data-mining using ontologies successfully selects disease gene candidates.
PMID 15767279 · PMC1065256 · Nucleic acids research · 2005 · 7 claims · 6 setups
Integrating eVOC anatomical ontology-based text-mining of PubMed abstracts with data-mining of gene expression annotation successfully selects and prioritizes candidate disease genes
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Has reproduction · 79
RetroSnake: A modular pipeline to detect human endogenous retroviruses in genome sequencing data.
PMID 36339261 · PMC9626663 · iScience · 2022 · 8 claims · 4 setups
RetroSnake is an end-to-end, modular, computationally efficient Snakemake pipeline for detecting HERV-K insertions in short-read NGS data, from raw alignment files to an annotated interactive HTML report
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Speeding disease gene discovery by sequence based candidate prioritization.
PMID 15766383 · PMC1274252 · BMC bioinformatics · 2005 · 7 claims · 8 setups
Disease genes (OMIM) differ significantly from non-disease genes in sequence-based features including gene/cDNA/protein size, exon number, homolog conservation, secretion signal, 3' UTR length, CpG islands, and distance to nearest gene.
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CanPredict: a computational tool for predicting cancer-associated missense mutations.
PMID 17537827 · PMC1933186 · Nucleic acids research · 2007 · 8 claims · 7 setups
CanPredict is a web application providing public access to a random forest classifier that combines SIFT, LogR.E-value, and GOSS scores to predict whether a missense mutation is cancer-associated
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Prediction-based approaches to characterize bidirectional promoters in the mammalian genome.
PMID 18366609 · PMC2386062 · BMC genomics · 2008 · 8 claims · 7 setups
The mapping algorithm identified 5,647 candidate bidirectional promoter regions in the mouse genome, similar in number to those previously found in human.
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Prediction of candidate primary immunodeficiency disease genes using a support vector machine learning approach.
PMID 19801557 · PMC2780952 · DNA research : an international journal for rapid publication of reports on genes and genomes · 2009 · 6 claims · 3 setups
An SVM trained on 69 binary features of known PID genes can accurately classify PID vs non-PID genes and predict novel candidate PID genes
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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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Systematic identification of pseudogenes through whole genome expression evidence profiling.
PMID 16945953 · PMC1636364 · Nucleic acids research · 2006 · 8 claims · 8 setups
Developed a novel bioinformatics method that identifies pseudogenes by profiling whole-genome transcript and protein expression evidence
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Promoting human promoters.
PMID 16760901 · PMC1681504 · Molecular systems biology · 2006 · 8 claims · 5 setups
A computational protocol using MARS on known sequence motifs can quantify transcription factor effects on human gene expression despite noise and data size challenges
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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
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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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Analysis of protein sequence and interaction data for candidate disease gene prediction.
PMID 17020920 · PMC1636487 · Nucleic acids research · 2006 · 8 claims · 7 setups
Combining CPS and CMP using known disease genes as input achieves sensitivity 0.52 and specificity 0.97, reducing candidate lists 13-fold
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MiPred: classification of real and pseudo microRNA precursors using random forest prediction model with combined features.
PMID 17553836 · PMC1933124 · Nucleic acids research · 2007 · 8 claims · 8 setups
A hybrid feature combining local contiguous triplet structure-sequence composition, MFE of the secondary structure, and P-value of a randomization test improves classification of real vs pseudo pre-miRNAs
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SNAP: predict effect of non-synonymous polymorphisms on function.
PMID 17526529 · PMC1920242 · Nucleic acids research · 2007 · 7 claims · 8 setups
SNAP, a neural network-based method using sequence-derived information, predicts whether a non-synonymous SNP is neutral or non-neutral for protein function
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ProMiR II: a web server for the probabilistic prediction of clustered, nonclustered, conserved and nonconserved microRNAs.
PMID 16845048 · PMC1538778 · Nucleic acids research · 2006 · 6 claims · 4 setups
ProMiR II improves on the original ProMiR by integrating free energy, G/C ratio, conservation score and entropy for more controllable miRNA prediction
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QuantiSNP: an Objective Bayes Hidden-Markov Model to detect and accurately map copy number variation using SNP genotyping data.
PMID 17341461 · PMC1874617 · Nucleic acids research · 2007 · 8 claims · 7 setups
QuantiSNP (OB-HMM) provides probabilistic quantification of copy number states and significantly improves accuracy of segmental aneuploidy identification and breakpoint mapping relative to existing tools (BeadStudio/Illumina)
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ATBF1 and NQO1 as candidate targets for allelic loss at chromosome arm 16q in breast cancer: absence of somatic ATBF1 mutations and no role for the C609T NQO1 polymorphism.
PMID 18416817 · PMC2377272 · BMC cancer · 2008 · 8 claims · 7 setups
Five genes (NQO1, ATBF1, DBNDD1, HSBP1, CGI-38) at 16q show significantly lower mRNA expression in breast tumors with LOH at 16q compared to tumors without LOH
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BreakDancer: an algorithm for high-resolution mapping of genomic structural variation.
PMID 19668202 · PMC3661775 · Nature methods · 2009 · 8 claims · 8 setups
BreakDancer (BreakDancerMax + BreakDancerMini) is a software package that predicts a wide variety of structural variants including deletions, insertions, inversions, and intra/inter-chromosomal translocations from paired-end short-insert sequencing reads.
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SNAP predicts effect of mutations on protein function.
PMID 18757876 · PMC2562009 · Bioinformatics (Oxford, England) · 2008 · 8 claims · 3 setups
SNAP is a publicly available web-server implementation predicting functional effects (neutral/non-neutral) of single amino acid substitutions.