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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VIRGO: computational prediction of gene functions.
PMID 16845022 · PMC1538839 · Nucleic acids research · 2006 · 8 claims · 6 setups
VIRGO constructs a functional linkage network (FLN) from gene expression and molecular interaction data, labels genes with GO annotations, and propagates these labels to predict functions of unlabelled genes
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Genomic data sampling and its effect on classification performance assessment.
PMID 12553886 · PMC149349 · BMC bioinformatics · 2003 · 8 claims · 3 setups
Cross-validation, leave-one-out, and bootstrap are designed to reduce bias and variance in accuracy estimation from small samples.
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Broad network-based predictability of Saccharomyces cerevisiae gene loss-of-function phenotypes.
PMID 18053250 · PMC2246260 · Genome biology · 2007 · 8 claims · 4 setups
Loss-of-function phenotypes in yeast are predictable from a gene's connections in a functional gene network via guilt-by-association.
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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 · 98
Projecting contact matrices in 177 geographical regions: An update and comparison with empirical data for the COVID-19 era.
PMID 34310590 · PMC8354454 · PLoS computational biology · 2021 · 7 claims · 6 setups
Updated synthetic contact matrices were generated for 177 geographical locations covering 97.2% of the world's population (up from 152 locations/95.9% in 2017).
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HapMap-based study of the 17q21 ERBB2 amplicon in susceptibility to breast cancer.
PMID 17117180 · PMC2360759 · British journal of cancer · 2006 · 6 claims · 5 setups
Common genetic variation (tSNPs and haplotypes) across the 400-kb 17q21 ERBB2 amplicon is not associated with breast cancer risk in British women.
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Mining expressed sequence tags identifies cancer markers of clinical interest.
PMID 17078886 · PMC1635568 · BMC bioinformatics · 2006 · 8 claims · 6 setups
An EST-mining approach (Fisher Exact Test on tumor vs. non-tumor library hit counts) identifies differentially expressed transcripts with an estimated false discovery rate below 22% when human and mouse screens are combined.
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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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Has reproduction · 76
Bayesian prediction of microbial oxygen requirement.
PMID 26913185 · PMC4743139 · F1000Research · 2013 · 7 claims · 8 setups
A naive Bayesian classifier based on presence/absence of class-associated Pfam-A domains can distinguish three oxygen requirement classes (aerobe, anaerobe, facultative anaerobe) from genome sequence, unlike prior studies that only made pairwise distinctions.
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MACSIMS: multiple alignment of complete sequences information management system.
PMID 16792820 · PMC1539025 · BMC bioinformatics · 2006 · 8 claims · 5 setups
MACSIMS is a multiple alignment-based information management system combining knowledge-based database mining with ab initio sequence predictions
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Multilocus analysis of SNP and metabolic data within a given pathway.
PMID 16412218 · PMC1382210 · BMC genomics · 2006 · 8 claims · 7 setups
The combinatorial partitioning method (CPM) with optimal thresholds can identify SNPs associated with quantitative metabolite levels rather than only categorical traits.
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The Genographic Project public participation mitochondrial DNA database.
PMID 17604454 · PMC1904368 · PLoS genetics · 2007 · 7 claims · 4 setups
The Genographic Project created the largest standardized human mtDNA database to date, comprising 78,590 genotypes from the first 18 months of public participation.
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Identification of candidate disease genes by integrating Gene Ontologies and protein-interaction networks: case study of primary immunodeficiencies.
PMID 19073697 · PMC2632920 · Nucleic acids research · 2009 · 8 claims · 5 setups
Combining high protein-interaction network scores with significant PID-related GO terms identifies novel PID candidate genes
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PlasmoDraft: a database of Plasmodium falciparum gene function predictions based on postgenomic data.
PMID 18925948 · PMC2605471 · BMC bioinformatics · 2008 · 8 claims · 4 setups
Gonna, a supervised k-nearest-neighbor Guilt-By-Association predictor, proposes GO annotations for a gene based on similarity of its transcriptome, proteome, or interactome profile to genes already annotated by GeneDB
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Salivary proteomics for oral cancer biomarker discovery.
PMID 18829504 · PMC2877125 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2008 · 8 claims · 5 setups
Subtractive salivary proteomics reveals proteins differentially present/expressed between OSCC patients and matched healthy controls.
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Genomic variation in myeloma: design, content, and initial application of the Bank On A Cure SNP Panel to detect associations with progression-free survival.
PMID 18778477 · PMC2553089 · BMC medicine · 2008 · 7 claims · 7 setups
A custom BOAC SNP panel of 3404 SNPs in 983 genes was developed using the Affymetrix GeneChip Targeted Genotyping Platform, focused on non-synonymous coding SNPs and regulatory-region SNPs in candidate genes.
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Has reproduction · 95
OptiType: precision HLA typing from next-generation sequencing data.
PMID 25143287 · PMC4441069 · Bioinformatics (Oxford, England) · 2014 · 8 claims · 8 setups
OptiType, an ILP-based HLA genotyping algorithm, produces accurate four-digit HLA-I predictions from NGS data not enriched for the HLA cluster.
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Genome-wide prioritization of disease genes and identification of disease-disease associations from an integrated human functional linkage network.
PMID 19728866 · PMC2768980 · Genome biology · 2009 · 6 claims · 6 setups
Integrating 16 genomic features (32 sub-features) via a naïve Bayes classifier produces a genome-scale FLN of 21,657 human genes and 22,388,609 weighted links that outperforms any individual data source for inferring functional linkages.
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Has reproduction · 85
High performance imputation of structural and single nucleotide variants using low-coverage whole genome sequencing.
PMID 40155798 · PMC11951665 · Genetics, selection, evolution : GSE · 2025 · 7 claims · 6 setups
SNVs are imputed with high accuracy and recall across all tested WGS depths (1-4x), including in samples external to the reference panel.
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Mining novel biomarkers for prognosis of gastric cancer with serum proteomics.
PMID 19740432 · PMC2753349 · Journal of experimental & clinical cancer research : CR · 2009 · 7 claims · 4 setups
A 5-peak prognosis pattern (4474, 4542, 6443/6643, 4988, 6685 Da) predicts poor vs good prognosis in GC with higher sensitivity/specificity than CEA and TNM stage