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).

• Core transcriptional signatures of phase change in the migratory locust.

  PMID 31292921 · PMC6881432 · Protein & cell · 2019 · 8 claims · 7 setups

  Has reproduction · 60

  PhaseCore genes defined by AC-PCA contribution to phase differentiation predict phase status with >87.5% accuracy

  locusta integrated bulk rnai computational

• Enhanced Generalizability of RNA Secondary Structure Prediction via Convolutional Block Attention Network and Ensemble Learning.

  PMID 40871599 · PMC12388828 · Molecules (Basel, Switzerland) · 2025 · 8 claims · 8 setups

  Has reproduction · 87

  TrioFold integrates base-pairing clues from thermodynamic- and DL-based methods via ensemble learning and a convolutional block attention mechanism to enhance RSS prediction generalizability.

  testseta bprna-new ts-inter individual jaccard pca ensemble

• Optimisation of the core subset for the APY approximation of genomic relationships.

  PMID 36418945 · PMC9682752 · Genetics, selection, evolution : GSE · 2022 · 7 claims · 3 setups

  Has reproduction · 85

  APY approximates the full genomic relationship matrix by splitting genotyped animals into a core subset (fully dependent, direct inverse) and a non-core subset (conditionally independent given core), reducing inversion cost.

  simulated real genotyped gblup population

• Epistemic uncertainty challenges aging clock reliability in predicting rejuvenation effects.

  PMID 39072888 · PMC11561706 · Aging cell · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  DNA methylation profiles observed across cellular reprogramming are poorly represented in the training data of existing aging clocks, introducing high out-of-distribution/epistemic uncertainty in their age estimates

  males skin liver linear dnam epigenetic

• Symbiosis genes show a unique pattern of introgression and selection within a Rhizobium leguminosarum species complex.

  PMID 32176601 · PMC7276703 · Microbial genomics · 2020 · 8 claims · 8 setups

  Has reproduction · 79

  The 196 R. leguminosarum sv. trifolii strains constitute a five-species complex (genospecies gsA-gsE) that occur in sympatry but show little recent between-species gene transfer in core or accessory genomes, except for a few highly mobile regions.

  rhizobium leguminosarum strains orthologous whole-genome long-read 16s

• Adaptive learning embedding features to improve the predictive performance of SARS-CoV-2 phosphorylation sites.

  PMID 37847658 · PMC10628388 · Bioinformatics (Oxford, England) · 2023 · 7 claims · 3 setups

  Has reproduction · 67

  PSPred-ALE, a deep learning predictor using a self-adaptive learning embedding algorithm, automatically extracts contextual sequence features and identifies SARS-CoV-2 phosphorylation sites without feature engineering.

  lung peptide same bulk deep traditional

• Human methylome variation across Infinium 450K data on the Gene Expression Omnibus.

  PMID 33937763 · PMC8061458 · NAR genomics and bioinformatics · 2021 · 8 claims · 6 setups

  Has reproduction · 88

  Approximately two-thirds of compiled HM450K samples are from blood, one-quarter from brain, and roughly one-third from cancer patients.

  hm450k seven annotated illumina beadarray model-based

• From bud formation to flowering: transcriptomic state defines the cherry developmental phases of sweet cherry bud dormancy.

  PMID 31830909 · PMC6909552 · BMC genomics · 2019 · 8 claims · 7 setups

  Has reproduction · 88

  Flower buds in organogenesis, paradormancy, endodormancy and ecodormancy stages are each defined by expression of genes in specific pathways, and the transcriptional state accurately captures the dormancy state.

  sweet garnet peach bulk forcing differential

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

• Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.

  PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 7 claims · 7 setups

  Has reproduction · 68

  CEP120 and SPDL1 are fibrosis-related diagnostic genes for IDD, identified via a random forest model from 29 differentially expressed fibrosis-related genes

  blood gse150408 prediction pbmcs bulk machine roc

• Population differentiation and epidemic tracking of Bursaphelenchus xylophilus in China based on chromosome-level assembly and whole-genome sequencing data.

  PMID 34839581 · PMC9300093 · Pest management science · 2022 · 6 claims · 8 setups

  Has reproduction · 44

  Generated the first chromosome-level genome assembly (AH1) of B. xylophilus using PacBio, Illumina, BioNano, and Hi-C data

  xylophilus snp smrt short-read bionano

• Discovery of molecular subtypes in leiomyosarcoma through integrative molecular profiling.

  PMID 19901961 · PMC2820592 · Oncogene · 2010 · 8 claims · 6 setups

  Full-text index only

  Unsupervised gene expression clustering identifies 3 reproducible molecular subtypes of LMS (Group I/muscle-enriched, Group II, Group III)

  lms independent soft gene array immunohistochemistry