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).

• Reliable Inference of Phylogenomic Relationship via Assembly-Based Strategy Accommodating Raw Reads and Proteins.

  PMID 41800729 · PMC12969758 · Molecular ecology resources · 2026 · 7 claims · 8 setups

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  VEHoP infers protein-coding regions from diverse input types (raw reads, draft genomes, transcriptomes, annotated genomes) and automates generation of orthologous alignments, concatenated supermatrices, and phylogenetic trees in a single pipeline run.

  ostreida crassostrea catfish insects phylogenomic sequencing reduced

• sCellST predicts single-cell gene expression from H& E images.

  PMID 41513659 · PMC12858858 · Nature communications · 2026 · 7 claims · 6 setups

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  sCellST is a weakly supervised (Multiple Instance Learning) deep learning framework that predicts single-cell gene expression from H&E images alone, trained using paired spatial transcriptomics (Visium) and H&E slides

  ovarian kidney prostate breast simulation spot-level nucleus

• 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

• A global view of protein expression in human cells, tissues, and organs.

  PMID 20029370 · PMC2824494 · Molecular systems biology · 2009 · 7 claims · 6 setups

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  A high fraction (>65%) of proteins is expressed in most human cells and tissues, while very few proteins (<2%) are detected in any single cell type.

  normal computational hepatocytes same immunohistochemistry immunofluorescence unsupervised

• 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

• Structural evolution of the protein kinase-like superfamily.

  PMID 16244704 · PMC1261164 · PLoS computational biology · 2005 · 8 claims · 5 setups

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  All kinases in the superfamily share a 'universal core' domain consisting only of the regions required for ATP binding and the phosphotransfer reaction.

  bank representative same kinase comparative manual structure-annotated

• Single-cell protein activity analysis reveals aberrant myogenesis and IGF2-PI3K pathway dependencies in MYOD1-mutant rhabdomyosarcoma.

  PMID 41758938 · PMC12947870 · Science advances · 2026 · 8 claims · 8 setups

  Has reproduction · 84

  MYOD1 L122R-mutant SRMS tumors contain three coexisting, conserved cell states (progenitor, transition, differentiated) reflecting aberrant myogenic differentiation

  patient-derived tumor single paired single-nucleus infercnv aracne-ap

• Calibrating tissue level PDE models of ligand dynamics using single cell and spatial transcriptomics data.

  PMID 41714655 · PMC13039149 · NPJ systems biology and applications · 2026 · 8 claims · 8 setups

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  scRNA-seq and spatial transcriptomics data provide a rich, underused source of information for calibrating tissue-scale PDE models of ligand dynamics.

  skin combined annotated scrna-seq single-cell spatial cell2location

• FLYNC: a machine-learning-driven framework for discovering long noncoding RNAs in Drosophila melanogaster.

  PMID 41551930 · PMC12805895 · NAR genomics and bioinformatics · 2026 · 7 claims · 8 setups

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  FLYNC, an explainable boosting machine (EBM) model, accurately predicts the probability that a newly identified RNA transcript in D. melanogaster is a lncRNA

  melanogaster drosophila automated ebm hyperparameter

• Genome comparison without alignment using shortest unique substrings.

  PMID 15910684 · PMC1166540 · BMC bioinformatics · 2005 · 8 claims · 8 setups

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  A number of sequence comparison tasks, including detection of unique genomic regions, can be accomplished efficiently without an alignment step using shortest unique substrings.

  caenorhabditis genome mycoplasma shuffled genome-wide upstream-region local

• CanPredict: a computational tool for predicting cancer-associated missense mutations.

  PMID 17537827 · PMC1933186 · Nucleic acids research · 2007 · 8 claims · 7 setups

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  CanPredict is a web application providing public access to a random forest classifier that combines SIFT, LogR.E-value, and GOSS scores to predict whether a missense mutation is cancer-associated

  missense observed sjoblom refseq cross-validation recurrence comparative

• A computational screen for type I polyketide synthases in metagenomics shotgun data.

  PMID 18953415 · PMC2568958 · PloS one · 2008 · 8 claims · 6 setups

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  Combining HMM domain searches with maximum-likelihood phylogenetic trees can discriminate true PKS I sequences from evolutionarily related but functionally different enzymes (e.g., FAS I) in metagenomic data.

  predicted hmm-identified reference hmm hmm maximum-likelihood robinson-foulds

• In silico analysis of missense substitutions using sequence-alignment based methods.

  PMID 18951440 · PMC3431198 · Human mutation · 2008 · 8 claims · 7 setups

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  Carefully validated PMSA-based computational algorithms can achieve predictive values of ~75-95% for classifying missense substitutions as pathogenic or neutral.

  clinically sequence curated deep blosum62 sift align-gvgd

• Protocol for quantifying interaction patterns among genomic alterations in cancer.

  PMID 41686643 · PMC12915222 · STAR protocols · 2026 · 6 claims · 5 setups

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  Background-aware permutation strategies that constrain permutation per gene and per sample enable robust, scalable inference of condition-specific (context-aware) genetic interactions across cancer cohorts

  msk-met somatic copy-number binary

• PulmonDB: a curated lung disease gene expression database.

  PMID 31949184 · PMC6965635 · Scientific reports · 2020 · 7 claims · 6 setups

  Has reproduction · 53

  PulmonDB is a curated, web-based relational database (plus R package) integrating microarray and RNA-seq gene expression data with controlled-vocabulary annotation for COPD and IPF.

  lung rna-seq curated gene differential

• Human synthetic lethal inference as potential anti-cancer target gene detection.

  PMID 20015360 · PMC2804737 · BMC systems biology · 2009 · 7 claims · 8 setups

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  Targeting the synthetic lethal partner of a gene mutated in cancer selectively damages tumor cells while sparing healthy cells, offering a rationale for anti-cancer drug design

  saccharomyces sapiens ihsln genes database phylogenetic gene