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).

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  GRF identifies effective features that form highly connected sub-graphs on the underlying biological network

  synthetic tcga embryonic simulation sub-graph reproducibility

• A hybrid empirical and parametric approach for managing ecosystem complexity: Water quality in Lake Geneva under nonstationary futures.

  PMID 35733249 · PMC9245694 · Proceedings of the National Academy of Sciences of the United States of America · 2022 · 7 claims · 6 setups

  Has reproduction · 69

  A hybrid model combining empirical dynamic modeling (EDM/S-map) for biogeochemical sink terms with the equation-based Simstrat hydrodynamic model for physical source terms produces substantially better historical DOB forecasts than conventional parametric models.

  lake convergent multivariate s-map

• Optimality driven nearest centroid classification from genomic data.

  PMID 17912341 · PMC1991588 · PloS one · 2007 · 7 claims · 5 setups

  Full-text index only

  A theoretical result determines the subset of features of a given size that minimizes the misclassification rate for a nearest-centroid (LDA) classifier, based on equation (4).

  artificial simulated previously-published simulated simulation clinical

• The relationship between PLOD1 expression level and glioma prognosis investigated using public databases.

  PMID 34040895 · PMC8127981 · PeerJ · 2021 · 8 claims · 8 setups

  Has reproduction · 79

  PLOD1 mRNA expression is significantly higher in glioma tissue than in normal brain tissue

  glioma gbm cancer gene online genomic

• COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.

  PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).

  lung covid-19 interaction pre-clinical composite single-cell kaplan-meier

• Strong population differentiation in lingcod (Ophiodon elongatus) is driven by a small portion of the genome.

  PMID 33294007 · PMC7691466 · Evolutionary applications · 2020 · 7 claims · 8 setups

  Has reproduction · 84

  Lingcod comprise two distinct genetic clusters separated latitudinally at a break near Point Reyes off Northern California, with a high frequency of admixed individuals near the break.

  ophiodon single lingcod subset radseq genome bayesian

• Cost-effectively dissecting the genetic architecture of complex wool traits in rabbits by low-coverage sequencing.

  PMID 36401180 · PMC9673297 · Genetics, selection, evolution : GSE · 2022 · 8 claims · 8 setups

  Has reproduction · 50

  BaseVar + STITCH at 1.0X sequencing depth with a sample size >300 achieves the highest genotyping accuracy among tested imputation strategies (genotype concordance >98.8%, genotype accuracy >0.97).

  angora domesticated candidate low-coverage multivariate principal

• The evolutionary dynamics of a rapidly mutating virus within and between hosts: the case of hepatitis C virus.

  PMID 19911046 · PMC2768904 · PLoS computational biology · 2009 · 8 claims · 3 setups

  Full-text index only

  The replication rate of the strain that initiates an infection has a strong effect on the fitness of the infection at the between-host level, even though the virus evolves rapidly within the host.

  computational same simulation stochastic parameter-sweep multivariate

• Artificial intelligence-guided discovery of gastric cancer continuum.

  PMID 36692601 · PMC9871434 · Gastric cancer : official journal of the International Gastric Cancer Association and the Japanese Gastric Cancer Association · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  A Boolean implication network built from GSE66229 yields a GC-BoNE gene signature (Boolean paths C#11-2-4-14 and C#7-13-14) that classifies tumor vs normal/adjacent-normal gastric samples

  gastric independent models prospective microarray transcriptomics

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• Unravelling the hidden heterogeneities of diffuse large B-cell lymphoma based on coupled two-way clustering.

  PMID 17888167 · PMC2082044 · BMC genomics · 2007 · 8 claims · 6 setups

  Full-text index only

  A proposed coupled two-way clustering (CTWC/SPC) method combined with a GO-based functional concept consistency score can identify compact, robust gene subsets that define clinically meaningful DLBCL subtypes

  dlbcl identified microarray oligonucleotide coupled

• A note on generalized Genome Scan Meta-Analysis statistics.

  PMID 15717930 · PMC551600 · BMC bioinformatics · 2005 · 7 claims · 3 setups

  Full-text index only

  An Edgeworth series approximation to the null distribution of the weighted GSMA statistic provides a more accurate representation than the normal approximation, especially in the tails

  simulated schizophrenia monte genome numerical

• Bioinformatics Analysis of the Characteristics and Correlation of m6A Methylation in Breast Cancer Progression.

  PMID 35655723 · PMC9148239 · Contrast media & molecular imaging · 2022 · 8 claims · 8 setups

  Has reproduction · 48

  Breast cancer samples can be classified into 4 m6A subtypes (quiescent, m6A methylation, protein-binding, mixed) based on Z-score median of Set1 (writer+reader) and Set2 (eraser) gene expression

  breast tcga-brca gse25066 bioinformatics survival alternative