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).

Publications 1.3k Datasets 392.5k Experiments 4

System / cell line: svm ✕ Assay: plus ✕ Clear

Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups

Has reproduction · 80

Combining WGCNA-derived hub genes with a VAE-derived 10-dimensional representation as features for an SVM classifier achieves high accuracy (0.9692) and AUC (0.9981) for colorectal cancer prediction.

colorectal combined differentially crc microarray differential weighted
Exhaustive prediction of disease susceptibility to coding base changes in the human genome.

PMID 18793467 · PMC2537574 · BMC bioinformatics · 2008 · 8 claims · 7 setups

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Inter-species conservation is the strongest single predictor of disease-associated coding mutations among the factors tested.

hgmd refseq aligned svm svm reciprocal inter-species
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

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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

genome training svm support leave-one-out sensitivity
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

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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.

coriell myeloma duplicate snp targeted genotyping machine

Experiments

Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

Exhaustive prediction of disease susceptibility to coding base changes in the human genome.

Prediction of candidate primary immunodeficiency disease genes using a support vector machine learning approach.

Genomic variation in myeloma: design, content, and initial application of the Bank On A Cure SNP Panel to detect associations with progression-free survival.