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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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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Ensembl 2005.
PMID 15608235 · PMC540092 · Nucleic acids research · 2005 · 8 claims · 4 setups
Ensembl's automatic gene build system can flexibly and reliably annotate a wide variety of genomes with limited species-specific evidence.
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Species-specific protein sequence and fold optimizations.
PMID 12487631 · PMC139977 · BMC bioinformatics · 2002 · 7 claims · 7 setups
Environmental niche is a significant factor explaining variability in amino acid composition across 100 complete genomes
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Interaction profile-based protein classification of death domain.
PMID 15189571 · PMC459208 · BMC bioinformatics · 2004 · 7 claims · 6 setups
An SVM-based classifier using Residue Pair Interaction Profiles (RPIPs) can classify death domain superfamily members into subfamilies with 89% average cross-validation accuracy
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How to find soluble proteins: a comprehensive analysis of alpha/beta hydrolases for recombinant expression in E. coli.
PMID 15804363 · PMC1079826 · BMC genomics · 2005 · 7 claims · 7 setups
Predicted solubility in E. coli (via CV-CV') depends on hydrolase size, phylogenetic origin, homologous family, and superfamily
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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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SOP3v2: web-based selection of oligonucleotide primer trios for genotyping of human and mouse polymorphisms.
PMID 15980532 · PMC1160243 · Nucleic acids research · 2005 · 7 claims · 3 setups
SOP 3 v2 is a web-based application that outputs recommended forward/reverse PCR primers plus a sequencing primer optimized for sequence-based genotyping of human and mouse polymorphisms
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NCBI Reference Sequence (RefSeq): a curated non-redundant sequence database of genomes, transcripts and proteins.
PMID 15608248 · PMC539979 · Nucleic acids research · 2005 · 7 claims · 5 setups
RefSeq provides a curated, non-redundant, explicitly linked collection of genomic, transcript and protein sequences spanning prokaryotes, eukaryotes and viruses.
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Has reproduction · 51
Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.
PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups
A 15-gene immune infiltration-related signature (IRS) predicts overall survival in breast cancer, with higher IRS indicating worse prognosis
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Has reproduction · 84
Improving recombinant protein production by yeast through genome-scale modeling using proteome constraints.
PMID 35624178 · PMC9142503 · Nature communications · 2022 · 7 claims · 5 setups
pcSecYeast, a proteome-constrained genome-scale model integrating metabolism, translation, and detailed secretory pathway processing (translocation, PTMs, folding, misfolding, degradation), was constructed for S. cerevisiae
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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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InSite: a computational method for identifying protein-protein interaction binding sites on a proteome-wide scale.
PMID 17868464 · PMC2375030 · Genome biology · 2007 · 8 claims · 8 setups
InSite predicts protein-pair-specific binding motifs ('Motif M on protein A binds to protein B') by integrating heterogeneous PPI and motif-motif interaction evidence within a Bayesian network trained by EM
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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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Molecular phylogeny of the kelch-repeat superfamily reveals an expansion of BTB/kelch proteins in animals.
PMID 13678422 · PMC222960 · BMC bioinformatics · 2003 · 8 claims · 8 setups
The human genome encodes at least 71 kelch-repeat proteins
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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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Utilization of genomic signatures to identify phenotype-specific drugs.
PMID 19714244 · PMC2729377 · PloS one · 2009 · 8 claims · 8 setups
A RAS pathway gene expression signature applied to NCI-60 cells identifies compounds selectively active against RAS-activated cells, including the MEK inhibitor Hypothemycin
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PReMod: a database of genome-wide mammalian cis-regulatory module predictions.
PMID 17148480 · PMC1761432 · Nucleic acids research · 2007 · 8 claims · 3 setups
PReMod is a database of genome-wide predicted cis-regulatory modules (pCRMs) for the human and mouse genomes.
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Has reproduction · 83
Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.
PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups
Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs