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).

• Species-specific protein sequence and fold optimizations.

  PMID 12487631 · PMC139977 · BMC bioinformatics · 2002 · 7 claims · 7 setups

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  Environmental niche is a significant factor explaining variability in amino acid composition across 100 complete genomes

  predicted mean over orf principal hierarchical domain-based

• An SVD-based comparison of nine whole eukaryotic genomes supports a coelomate rather than ecdysozoan lineage.

  PMID 15606920 · PMC544558 · BMC bioinformatics · 2004 · 8 claims · 7 setups

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  SVD-based analysis of tetrapeptide frequency vectors can compare whole eukaryotic proteomes without pre-defining orthologs or aligning homologous sites

  predicted nine svd-derived ras svd species bootstrap

• How to find soluble proteins: a comprehensive analysis of alpha/beta hydrolases for recombinant expression in E. coli.

  PMID 15804363 · PMC1079826 · BMC genomics · 2005 · 7 claims · 7 setups

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  Predicted solubility in E. coli (via CV-CV') depends on hydrolase size, phylogenetic origin, homologous family, and superfamily

  lipase bacterial small genera cv-cv correlation grouped

• Protein coding potential of retroviruses and other transposable elements in vertebrate genomes.

  PMID 15716312 · PMC549403 · Nucleic acids research · 2005 · 8 claims · 5 setups

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  About 1000 genes across four vertebrate gene sets analyzed contain at least one RETRA marker protein domain

  predicted non-masked genome interpro hmm tblastn inter-species

• 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

• 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

• C-terminal mutants of apolipoprotein L-I efficiently kill both Trypanosoma brucei brucei and Trypanosoma brucei rhodesiense.

  PMID 19997494 · PMC2778949 · PLoS pathogens · 2009 · 8 claims · 8 setups

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  The C-terminal helix of apoL1 is entirely responsible for its interaction with SRA

  coli brucei computational papio bacterial trypanolytic nickel-bead

• Hierarchical modeling of activation mechanisms in the ABL and EGFR kinase domains: thermodynamic and mechanistic catalysts of kinase activation by cancer mutations.

  PMID 19714203 · PMC2722018 · PLoS computational biology · 2009 · 8 claims · 8 setups

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  Cancer mutations in ABL and EGFR activate kinases via a common multi-stage mechanism involving hydrophobic spine assembly, formation of a Src-like intermediate structure, and cooperative breakage/formation of characteristic salt bridges

  abl egfr abl-sh2-sh3 homology molecular stability

• Pre-implantation embryo metabolism identified by PEMA reveals endogenous lactate insufficiency contributes to pre-implantation development arrest.

  PMID 42272466 · PMC13247451 · Fundamental research · 2026 · 7 claims · 7 setups

  Has reproduction

  PEMA, a Ribo-seq-weighted computational framework, characterizes metabolic states of human and mouse pre-implantation embryos more accurately than Compass

  8-cell ch3pn pre-implantation computational single-embryo cut&tag

• BRCA1 and BRCA2 mutation predictions using the BOADICEA and BRCAPRO models and penetrance estimation in high-risk French-Canadian families.

  PMID 16417652 · PMC1413985 · Breast cancer research : BCR · 2006 · 8 claims · 7 setups

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  BOADICEA predicts accurately the number of BRCA1 and BRCA2 mutations across family groups and discriminates well between carriers and noncarriers

  french-canadian families brca1-positive same targeted full-length multiplex

• Coiled-coil protein composition of 22 proteomes--differences and common themes in subcellular infrastructure and traffic control.

  PMID 16288662 · PMC1322226 · BMC evolutionary biology · 2005 · 7 claims · 5 setups

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  Proteins with extended coiled-coil domains (>250 amino acids) are largely absent from bacterial genomes but present in archaea and eukaryotes.

  proteomes predicted long prokaryotic coiled-coil all-against-all sequence

• VIRGO: computational prediction of gene functions.

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

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  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

• Non-EST-based prediction of novel alternatively spliced cassette exons with cell signaling function in Caenorhabditis elegans and human.

  PMID 17452356 · PMC1904267 · Nucleic acids research · 2007 · 8 claims · 7 setups

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  PASE (Prediction of Alternative Signaling Exons) is a computational algorithm combining Markov splice-site models, a Bayesian classifier, species conservation, and Scansite motif scoring to identify novel alternative cassette exons involved in cell signaling.

  elegans pooled pcr known semi-nested cloning initio

• Efficient algorithms for probing the RNA mutation landscape.

  PMID 18688270 · PMC2475669 · PLoS computational biology · 2008 · 8 claims · 4 setups

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  RNAmutants generalizes McCaskill's partition function algorithm to sum over the grand canonical ensemble of all secondary structures of all k-point mutants, simultaneously computing MFE(k) and Z(k) for each k

  element hepatitis hiv utr partition deleterious mutation

• Twin peaks: the draft human genome sequence.

  PMID 11276423 · PMC138909 · Genome biology · 2001 · 8 claims · 8 setups

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  The predicted number of human genes (~26,000-40,000) is far lower than the widely assumed ~100,000, though downstream RNA/protein complexity can still generate substantial biological complexity.

  genome genomic genes yeast whole-genome bac computational

• Community assessment of methods to deconvolve cellular composition from bulk gene expression.

  PMID 39191725 · PMC11350143 · Nature communications · 2024 · 8 claims · 4 setups

  Has reproduction · 63

  Most deconvolution methods predict coarse-grained immune/stromal populations well, but published methods are less accurate or untrained for fine-grained functional CD8+ T cell states.

  admixtures cancer single-cell bulk admixture scrna-seq-derived

• HArmonized single-cell RNA-seq Cell type Assisted Deconvolution (HASCAD).

  PMID 37907883 · PMC10619225 · BMC medical genomics · 2023 · 6 claims · 5 setups

  Has reproduction · 67

  HASCAD, a DNN-based cell composition deconvolution model, predicts the fractions of up to 15 immune cell types from bulk RNA-seq.

  pbmc bulk tcga-lihc harmony-symphony scrna-seq simulated bulk

• Autoencoder Networks Decipher the Association between Lung Cancer and Alzheimer's Disease.

  PMID 36518809 · PMC9744611 · Computational intelligence and neuroscience · 2022 · 7 claims · 6 setups

  Has reproduction · 74

  Autoencoder networks based on 266 shared DEGs reveal a comorbidity (positive) relationship between Alzheimer's disease and lung cancer.

  brain lung integrated shared microarray differential autoencoder

• 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

• Improving recombinant protein production by yeast through genome-scale modeling using proteome constraints.

  PMID 35624178 · PMC9142503 · Nature communications · 2022 · 7 claims · 5 setups

  Has reproduction · 84

  pcSecYeast, a proteome-constrained genome-scale model integrating metabolism, translation, and detailed secretory pathway processing (translocation, PTMs, folding, misfolding, degradation), was constructed for S. cerevisiae

  cerevisiae genome-scale unit expression