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).

• Comparing time series transcriptome data between plants using a network module finding algorithm.

  PMID 31164912 · PMC6544932 · Plant methods · 2019 · 8 claims · 6 setups

  Has reproduction · 59

  Converting gene expression patterns into co-expression networks and applying a cross-species network module finding algorithm (OrthoClust with simulated annealing) solves the problem of matching developmental stages between two species without requiring one-to-one stage mapping.

  soybean arabidopsis cross-species module reciprocal bulk co-expression

• Disentangling the causal relationship between rabbit growth and cecal microbiota through structural equation models.

  PMID 36536288 · PMC9762025 · Genetics, selection, evolution : GSE · 2022 · 8 claims · 4 setups

  Has reproduction · 93

  Structural equation models can decompose the total genetic effect on a production trait into a direct host genetic effect and an indirect effect exerted through the microbiota.

  rabbits cecal host bayesian 16s snp

• Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.

  PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised

• Revealing the critical state and identifying individualized dynamic network biomarker for type 2 diabetes through advanced analysis methods on individual basis.

  PMID 39890881 · PMC11785715 · Scientific reports · 2025 · 8 claims · 5 setups

  Has reproduction · 75

  sJSD, NIG, and TNFE methods can detect critical states/tipping points before disease deterioration using only a single sample

  simulated adipose gastrocnemius dnb numerical microarray protein-protein

• SGCP: a spectral self-learning method for clustering genes in co-expression networks.

  PMID 38956463 · PMC11221046 · BMC bioinformatics · 2024 · 7 claims · 4 setups

  Has reproduction · 51

  SGCP, a spectral self-learning method, yields gene co-expression modules with higher GO enrichment than WGCNA, CoExpNets, and CEMiTool across 12 real gene expression datasets.

  real microarray rna-seq same gene dna-microarray rna-sequencing

• Generative and integrative modeling for transcriptomics with formalin fixed paraffin embedded material.

  PMID 41029822 · PMC12486589 · Journal of translational medicine · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  The negative binomial distribution best fits fRNA-seq transcript counts, with little evidence supporting zero-inflated extensions

  compendium ffpe simulated frna-seq statistical bulk integrity

• Covalent binding of thioredoxin to TXNIP is required for diet-induced insulin resistance in the liver.

  PMID 40345590 · PMC12180993 · The Journal of biological chemistry · 2025 · 8 claims · 9 setups

  Has reproduction · 87

  TXNIP Cysteine 247 is required for high-fat diet-induced hepatic and whole-body insulin resistance in mice

  txnip plasma 8-week liver insulin lipidomics hyperinsulinemic-euglycemic

• Microbial sulfate reduction by Desulfovibrio is an important source of hydrogen sulfide from a large swine finishing facility.

  PMID 34021225 · PMC8140134 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 70

  Sulfate-reducing Desulfovibrio are the key players responsible for H2S production in swine manure slurry

  manure sediment desulfovibrio solid-liquid radioactive 16s shotgun

• Multiomic analysis of malignant pleural mesothelioma identifies molecular axes and specialized tumor profiles driving intertumor heterogeneity.

  PMID 36928603 · PMC10101853 · Nature genetics · 2023 · 8 claims · 6 setups

  Has reproduction · 80

  The WHO histopathological classification of MPM accounts for only up to ~10% of interpatient molecular differences

  mpm mesomics whole-genome bulk methylation

• What defines a photosynthetic microbial mat in western Antarctica?

  PMID 40043057 · PMC11882083 · PloS one · 2025 · 6 claims · 8 setups

  Has reproduction · 85

  Taxonomic composition of Antarctic microbial mat communities is characterized by similar bacterial groups across regions

  microbial quality-filtered overflowing shotgun taxonomic alpha

• Hobbes: optimized gram-based methods for efficient read alignment.

  PMID 22199254 · PMC3315303 · Nucleic acids research · 2012 · 8 claims · 4 setups

  Has reproduction · 83

  Hobbes, a gram-based short-read mapper supporting Hamming and edit distance, is faster than all other read-mapping programs tested while maintaining high mapping quality.

  genome hg18 example reference read-mapping character-substitution algorithmic

• Proteomics: characterizing the cogs in the machinery of life.

  PMID 14630521 · PMC1241753 · Environmental health perspectives · 2003 · 8 claims · 5 setups

  Full-text index only

  Protein expression patterns in blood serum, detected via SELDI-TOF mass spectrometry and analyzed with a genetic algorithm, can distinguish ovarian cancer patients from healthy individuals with very high sensitivity and specificity.

  blood lung hemoglobin proteins seldi-tof proteome tandem

• The diagnosis and management of pre-invasive breast disease: promise of new technologies in understanding pre-invasive breast lesions.

  PMID 14580250 · PMC314415 · Breast cancer research : BCR · 2003 · 8 claims · 8 setups

  Full-text index only

  ADH and ductal carcinoma in situ (DCIS) are precursor lesions molecularly similar to adjacent invasive breast cancer

  locally adh brca1 malignant array chromosome-based cdna

• Heart disease, clinical proteomics and mass spectrometry.

  PMID 15502250 · PMC3839266 · Disease markers · 2004 · 8 claims · 4 setups

  Full-text index only

  Proteins bound to serum albumin (the albuminome) will be altered in patients with heart failure compared to controls

  swine animal general affinity maldi-tof tandem

• PPC: an algorithm for accurate estimation of SNP allele frequencies in small equimolar pools of DNA using data from high density microarrays.

  PMID 16199750 · PMC1240117 · Nucleic acids research · 2005 · 7 claims · 6 setups

  Full-text index only

  The PPC algorithm, which applies a probe-pair-specific second-degree polynomial correction, increases the accuracy of allele frequency estimates from pooled DNA compared with previously described algorithms

  individually reference equimolar independently snp reference pooled

• PromoterPlot: a graphical display of promoter similarities by pattern recognition.

  PMID 15980503 · PMC1160174 · Nucleic acids research · 2005 · 7 claims · 4 setups

  Full-text index only

  PromoterPlot is a web-based tool that displays and processes TransFac transcription factor search results as an interactive SVG page

  under set transcription microarray proteomics

• Inferring combinatorial regulation of transcription in silico.

  PMID 15647509 · PMC546154 · Nucleic acids research · 2005 · 8 claims · 5 setups

  Full-text index only

  Combining Cluster-Buster (TFBS cluster prediction) with GOSSIP (rigorous GO enrichment statistics with multiple-testing/FDR correction) predicts biological functions controlled by combinatorial transcription factor action, without prior knowledge of factor targets

  upstream monocytes same tfbs microarray permutation

• VIRGO: computational prediction of gene functions.

  PMID 16845022 · PMC1538839 · Nucleic acids research · 2006 · 8 claims · 6 setups

  Full-text index only

  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

  cerevisiae sapiens leave-one-out gene protein-protein

• TranspoGene and microTranspoGene: transposed elements influence on the transcriptome of seven vertebrates and invertebrates.

  PMID 17986453 · PMC2238949 · Nucleic acids research · 2008 · 8 claims · 5 setups

  Full-text index only

  TranspoGene catalogs TEs within protein-coding genes of seven species (human, mouse, chicken, zebrafish, fruit fly, nematode, sea squirt), classified as proximal promoter, exonized, exonic, or intronic TEs.

  chicken normal tes genes genomic exon microrna

• Integrated analysis of genetic and proteomic data identifies biomarkers associated with adverse events following smallpox vaccination.

  PMID 18923431 · PMC2692715 · Genes and immunity · 2009 · 7 claims · 6 setups

  Full-text index only

  A two-stage strategy (Random Forest filtering followed by decision tree modeling) can integrate categorical genetic and continuous proteomic data to identify biomarkers of AE risk

  ebv-transformed serum combined rf-filtered snp serum random