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).

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction

• Application of Machine Learning in Predicting Hepatic Metastasis or Primary Site in Gastroenteropancreatic Neuroendocrine Tumors.

  PMID 37887568 · PMC10605255 · Current oncology (Toronto, Ont.) · 2023 · 8 claims · 7 setups

  Has reproduction · 59

  Multi-gene random forest models classify primary tumor vs. liver metastasis samples with 100% accuracy in training/test cohorts and >90% accuracy in an independent validation cohort

  pancreatic rna-seq liver tumor bulk machine multi-label

• nsSNPAnalyzer: identifying disease-associated nonsynonymous single nucleotide polymorphisms.

  PMID 15980516 · PMC1160133 · Nucleic acids research · 2005 · 6 claims · 4 setups

  Full-text index only

  nsSNPAnalyzer is a web server that predicts whether a query nsSNP is disease-associated or functionally neutral using a Random Forest classifier combining structural and evolutionary information

  curated homologous structure random structural secondary

• The molecular landscape of sepsis severity in infants: enhanced coagulation, innate immunity, and T cell repression.

  PMID 38817614 · PMC11137207 · Frontiers in immunology · 2024 · 7 claims · 7 setups

  Has reproduction · 50

  Most published adult/other-cohort sepsis gene signatures have limited utility for infant sepsis; only 2 of 7 achieved >80% accuracy in infants

  infant merged individual pairwise whole-blood coconut gene-signature

• Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.

  PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database

  epithelial-based tcga gdsc muscle-invasive differential co-expression signature

• Blood RNA signature RISK4LEP predicts leprosy years before clinical onset.

  PMID 34090257 · PMC8182229 · EBioMedicine · 2021 · 7 claims · 5 setups

  Has reproduction · 53

  A 4-gene blood RNA signature (RISK4LEP: MT-ND2, REX1BD, TPGS1, UBC) predicts leprosy development 4–61 months before clinical diagnosis

  blood rna-seq paxgene bulk rt-qpcr random

• Predicting favorable landing pads for targeted integrations in Chinese hamster ovary cell lines by learning stability characteristics from random transgene integrations.

  PMID 33304461 · PMC7710658 · Computational and structural biotechnology journal · 2020 · 7 claims · 6 setups

  Has reproduction

  Expression stability in CHO cell lines is controlled at three levels: choice of integration site, integrity/concatemerization pattern of the transgene, and stress-related cellular processes.

  horizon six cho-k1 cho genome rna-seq targeted

• Speeding disease gene discovery by sequence based candidate prioritization.

  PMID 15766383 · PMC1274252 · BMC bioinformatics · 2005 · 7 claims · 8 setups

  Full-text index only

  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.

  ensembl training same hgmd comparative machine tenfold

• Antibody binding loop insertions as diversity elements.

  PMID 17023486 · PMC1635297 · Nucleic acids research · 2006 · 7 claims · 8 setups

  Full-text index only

  A lysozyme-binding VHH CDR3 loop can be grafted into two surface-exposed loops of superfolder GFP, conferring lysozyme-binding activity while the protein remains fluorescent.

  gfp-anti-lysozyme coli full-length gfp-hcdr3 elisa flow surface

• Sequence variation in G-protein-coupled receptors: analysis of single nucleotide polymorphisms.

  PMID 15784611 · PMC1069129 · Nucleic acids research · 2005 · 7 claims · 8 setups

  Full-text index only

  Position-specific phylogenetic features describing evolutionary conservation at a site (e.g. SIFT score, normalized site entropy, residue frequency change) are the best individual discriminators of disease-causing versus neutral GPCR mutations.

  dbsnp gpcr transmembrane sequence six-frame sift logistic

• Nucleosome regulatory dynamics in response to TGFβ.

  PMID 24771338 · PMC4066760 · Nucleic acids research · 2014 · 8 claims · 7 setups

  Has reproduction · 59

  SuMMIt, a Bayesian strand-based mixture model requiring support from both ends of sequenced fragments, enables precise nucleosome mid-position calling, fuzziness scoring and between-condition change detection.

  hepatocellular hepg2 130-bp mnase strand-specific taqman

• Uncovering information on expression of natural antisense transcripts in Affymetrix MOE430 datasets.

  PMID 17598913 · PMC1929078 · BMC genomics · 2007 · 8 claims · 4 setups

  Full-text index only

  Standard Affymetrix expression GeneChips (MOE430, HG-U133) contain probe sets that detect natural antisense transcripts (NATs)

  moe430 pooled organs probe strand-specific microarray