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).

• Dyneins across eukaryotes: a comparative genomic analysis.

  PMID 17897317 · PMC2239267 · Traffic (Copenhagen, Denmark) · 2007 · 8 claims · 6 setups

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  Phylogenetic inference identified nine DHC families (two cytoplasmic, seven axonemal) and six IC families (one cytoplasmic)

  predicted dhc non-redundant arabidopsis hmm-based bayesian tblastn

• Multi-omics feature engineering driven by biomedical foundation models improves drug response prediction for inflammatory bowel disease patients.

  PMID 41844950 · PMC13129071 · Scientific reports · 2026 · 8 claims · 7 setups

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  FM (MAMMAL)-derived drug-target binding affinity (BA) inference can be used to rank/select biologically relevant protein targets and their associated genes/SNPs for a drug of interest without knowledge of protein structure or active sites

  reference top surgical snp-mutated inference gene genomic

• Exploring the regulatory potential of RNA structures in 202 cyanobacterial genomes.

  PMID 41641705 · PMC12873609 · Nucleic acids research · 2026 · 7 claims · 8 setups

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  Screening 202 cyanobacterial genomes identified 402 CRSs matching known RNA families (Rfam and Rho-independent terminators) and 409 novel CRSs.

  cyanobacterial peptide aligned local comparative genome sequence

• Foster thy young: enhanced prediction of orphan genes in assembled genomes.

  PMID 34928390 · PMC9023268 · Nucleic acids research · 2022 · 8 claims · 6 setups

  Has reproduction · 84

  Each of the five tested gene prediction pipelines under-predicts orphan genes, as few as 11% detected under one scenario

  arabidopsis initio evidence-based combined

• The genome and development-dependent transcriptomes of Pyronema confluens: a window into fungal evolution.

  PMID 24068976 · PMC3778014 · PLoS genetics · 2013 · 8 claims · 8 setups

  Has reproduction · 76

  The 50 Mb P. confluens genome with 13,369 predicted protein-coding genes is more characteristic of higher filamentous ascomycetes than of the large, repeat-rich Tuber melanosporum genome, showing that the truffle's expanded genome is not typical of the Pezizales.

  pyronema confluens fungal whole-genome k-mer rna-seq

• CIRCE: a scalable Python package to predict cis-regulatory DNA interactions from single-cell chromatin accessibility data.

  PMID 41734268 · PMC12987762 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  CIRCE re-implements the Cicero co-accessibility algorithm in Python, producing near-identical results while running much faster and using far less memory

  bmmc pbmc foetal cis-regulatory enhancer-promoter scalability

• CaHoT-GRN: context-aware high-order topology learning for robust single-cell gene regulatory network inference.

  PMID 42059479 · PMC13130071 · Briefings in bioinformatics · 2026 · 7 claims · 5 setups

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  CaHoT-GRN integrates pretrained biological language model embeddings (DNABERT for DNA, ESM for protein) with scRNA-seq expression data to improve GRN inference

  embryonic gene dataset-specific same scrna-seq-based sequence protein-protein

• AutoGERN: single-cell RNA-seq gene regulatory network inference via explicit link modeling and adaptive architectures.

  PMID 41871930 · PMC13064981 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 3 setups

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  AutoGERN explicitly models regulatory information in the message-passing space via learned link (edge) embeddings, which are scored by a lightweight MLP to infer TF–target interactions.

  seven same scrna-seq-based chip-seq cold-start

• An integrated in silico-in vitro approach for identifying therapeutic targets against osteoarthritis.

  PMID 36352408 · PMC9648005 · BMC biology · 2022 · 7 claims · 5 setups

  Has reproduction · 84

  A signal transduction/gene regulatory network model of the articular chondrocyte was built combining knowledge-based curation and data-driven (machine learning) network inference

  osteoarthritic articular chondrocyte microarray computational high-throughput

• Inferring a spatial code of cell-cell interactions across a whole animal body.

  PMID 36395331 · PMC9714814 · PLoS computational biology · 2022 · 8 claims · 6 setups

  Has reproduction · 90

  cell2cell computes cell-cell interaction (CCI) potential using a novel modified Bray-Curtis score based on complementary coexpression of ligand-receptor pairs between cells

  elegans computational single-cell random genetic

• Predicting the protein interaction landscape of a free-living bacterium with pooled-AlphaFold3.

  PMID 41559189 · PMC13047044 · Molecular systems biology · 2026 · 8 claims · 6 setups

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  Pooled-AlphaFold3 prediction improves accuracy of genome-scale PPI screens compared to a paired approach while reducing inference time (~2-fold) and job count (~100-fold)

  mycoplasma subset genitalium simulated pooled paired benchmarking

• Protocol for single-cell optimization objective and trade-off inference.

  PMID 41790544 · PMC12992945 · STAR protocols · 2026 · 6 claims · 6 setups

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  SCOOTI is a computational framework that integrates bulk and single-cell omics data with genome-scale metabolic modeling to infer metabolic objectives and trade-offs

  mcf10a serum-starved contact-inhibited zygote bulk scrna-seq genome-scale

• huSA: a comprehensive database for multi-dimensional resolution of bulk, single cell and spatial transcription profiles in skin diseases.

  PMID 41719583 · PMC12923168 · Database : the journal of biological databases and curation · 2026 · 7 claims · 8 setups

  Has reproduction · 50

  huSA is a comprehensive, publicly accessible database integrating bulk RNA-seq, scRNA-seq, and spatial transcriptomics data across 17 skin diseases and 63 independent datasets

  skin scrna-seq scrna-seq transcription cell-cell

• Deep learning linking mechanistic models to single-cell transcriptomics data reveals transcriptional bursting in response to DNA damage.

  PMID 41779826 · PMC12959883 · eLife · 2026 · 8 claims · 5 setups

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  DeepTX is an interpretable, scalable deep learning inference framework that links mechanistic transcription models to scRNA-seq data to infer genome-wide transcriptional burst kinetics

  synthetic embryonic colorectal computational stochastic scrna-seq deep

• Learning collective multicellular dynamics with an interacting mean field neural SDE model.

  PMID 41564117 · PMC12854464 · PLoS computational biology · 2026 · 7 claims · 5 setups

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  scIMF models multicellular dynamics as interacting diffusion processes using a McKean-Vlasov SDE solved via Neural SDE, with a Transformer-based cell-wise attention mechanism approximating the distribution-dependent drift term

  zebrafish embryonic pancreatic temporal umap cell-wise

• A ligand-centered framework for γδ T cell activation in colorectal cancer revealed by single-cell and transformer-based perturbation.

  PMID 41607803 · PMC12835328 · Frontiers in immunology · 2025 · 8 claims · 8 setups

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  CRC-infiltrating γδ T cells show varied activation levels, with the TRM-like population being the major tumor-infiltrating subtype and exhibiting the lowest effector and exhaustion signature scores.

  crc-infiltrating crc scrna-seq gene nichenet

• scDock: streamlining drug discovery targeting cell-cell communication via scRNA-seq analysis and molecular docking.

  PMID 41769845 · PMC12996892 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  scDock is an integrated pipeline connecting scRNA-seq processing, cell-cell communication inference, and molecular docking-based drug discovery through a single configuration file

  diabetic kidney ppia glimepiride-ppia scrna-seq cell-cell type

• PMEPA1 modulates YAP1 nuclear translocation to disrupt EMT subtypes and promote metastasis in Biliary tract cancer.

  PMID 41932868 · PMC13172513 · Cell death & disease · 2026 · 8 claims · 8 setups

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  PMEPA1 is a pivotal EMT regulator in BTC; its high expression correlates with adverse prognosis and distant metastasis

  btc tcga hucct1 scrna-seq cnmf bulk

• Benchmarking component choices for unpaired single cell RNA and epigenomic integration.

  PMID 41987329 · PMC13192178 · Genome biology · 2026 · 7 claims · 8 setups

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  Gene activity scores (GAS) show limited correlation with actual gene expression but effectively preserve cellular neighborhood structure and support clustering.

  e18 pbmc brain kidney scrna-seq share-seq gas

• Preserved mitochondrial ribosomal protein gene expression marks a youthful transcriptional state in Chinese nonagenarians and centenarians.

  PMID 42030936 · PMC13198318 · Cell reports. Medicine · 2026 · 8 claims · 6 setups

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  LLIs exhibit a transcriptional age younger than expected for their chronological age, as measured by clocks trained on younger controls (YCs).

  peripheral european same age-related bulk gene machine