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).

• VIST: variational inference for single cell time series.

  PMID 41535949 · PMC12892444 · Genome biology · 2026 · 8 claims · 6 setups

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  VIST is a VAE-based method that decomposes single-cell gene expression into time-dependent and time-independent latent components

  toy drosophila aorta lung synthetic time-course latent

• CanSig Benchmarks Methods for Reproducible Cancer Cell State Discovery from Single-Cell Transcriptomic Data.

  PMID 41231245 · PMC13053056 · Cancer research · 2026 · 7 claims · 7 setups

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  CanSig is a comprehensive benchmarking tool for evaluating computational methods that identify shared transcriptional signatures in cancer from scRNA-seq data

  neftel kim scrna-seq same scrna-seq ground-truth robustness

• Bioinformatic mapping of AlkB homology domains in viruses.

  PMID 15627404 · PMC544882 · BMC genomics · 2005 · 8 claims · 8 setups

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  AlkB-like domains are found in at least 22 different single-stranded RNA positive-strand plant viruses, mainly within a subgroup of the Flexiviridae family.

  ncbi 146-sequence representative hel psi-blast pfam profile

• From forest to farm: the impact of a broad spectrum of lifestyles on the porcine gut microbiota.

  PMID 41810129 · PMC12969317 · Current research in microbial sciences · 2026 · 8 claims · 6 setups

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  Dietary variables had the largest effect on microbiota composition among lifestyle factors tested

  faecal 16s microbiota 16s volatile faecal

• Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

  PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups

  Has reproduction · 80

  Combining WGCNA hub genes and VAE 10-dimensional representation as features for an SVM classifier achieves high accuracy in predicting CRC

  colorectal same combined meturquoise microarray differential batch

• TransOrGAN: An Artificial Intelligence Mapping of Rat Transcriptomic Profiles between Organs, Ages, and Sexes.

  PMID 37200521 · PMC10433534 · Chemical research in toxicology · 2023 · 8 claims · 5 setups

  Has reproduction · 84

  TransOrGAN can infer transcriptomic profiles between any 2 of 9 rat organs with an average cosine similarity of 0.984 versus real profiles

  fischer computational transcriptomic same bulk gan-based autoencoder

• Bioavailable Nutrients (N and P) and Precipitation Patterns Drive Cyanobacterial Blooms in Missisquoi Bay, Lake Champlain.

  PMID 34683418 · PMC8537112 · Microorganisms · 2021 · 8 claims · 8 setups

  Has reproduction · 67

  High concentrations of N and P were typically measured in April and May, before blooms occurred.

  water filtered lugol's-iodine-preserved 16s 16s nutrient situ

• Meta-analysis of inter-species liver co-expression networks elucidates traits associated with common human diseases.

  PMID 20019805 · PMC2787626 · PLoS computational biology · 2009 · 8 claims · 8 setups

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  A novel semi-parametric meta-analysis method (based on a gene-centric Glass's d effect size) outperforms existing parametric and non-parametric meta-analysis methods at identifying functionally coherent gene pairs across species.

  liver simulated conserved nearly gene simulation kolmogorov-smirnov