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).

• Protein ranking by semi-supervised network propagation.

  PMID 16723003 · PMC1810311 · BMC bioinformatics · 2006 · 8 claims · 5 setups

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  RankProp, a diffusion-based network propagation algorithm on a PSI-BLAST-derived protein similarity network, significantly outperforms local search methods (BLAST/PSI-BLAST) at detecting remote homologs.

  scop similarity same psi-blast rankprop probabilistic

• Molecular Classification Models for Triple Negative Breast Cancer Subtype Using Machine Learning.

  PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 6 claims · 4 setups

  Has reproduction · 86

  A training gene set of 719 unique upregulated DEGs (subtype-specific) can be used to build ML models that classify TNBC into BLIA, BLIS, MES, and LAR subtypes.

  known tnbc unique unknown gene machine term

• A model-based approach to selection of tag SNPs.

  PMID 16776821 · PMC1525207 · BMC bioinformatics · 2006 · 7 claims · 5 setups

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  The Li and Stephens hidden Markov model outperforms other tested models (simple Markov, two-state HMM, HMM-4D, greedy GR-1/GR-2) in description code-length, tag set information content, and prediction of tagged SNPs.

  hapmap encode enr112 tag cross-validated entropy tagged

• 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

• Integrative bioinformatics and artificial intelligence analyses of transcriptomics data identified genes associated with major depressive disorders including NRG1.

  PMID 37583471 · PMC10423927 · Neurobiology of stress · 2023 · 7 claims · 5 setups

  Has reproduction · 66

  Differentially expressed genes in MDD patients are enriched in immune response, inflammatory response, neurodegeneration, and cerebellar atrophy pathways.

  blood transcriptomic postmortem saliva gsea machine differential

• Optimality driven nearest centroid classification from genomic data.

  PMID 17912341 · PMC1991588 · PloS one · 2007 · 7 claims · 5 setups

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  A theoretical result determines the subset of features of a given size that minimizes the misclassification rate for a nearest-centroid (LDA) classifier, based on equation (4).

  artificial simulated previously-published simulated simulation clinical

• The role of positive selection in determining the molecular cause of species differences in disease.

  PMID 18837980 · PMC2576240 · BMC evolutionary biology · 2008 · 8 claims · 6 setups

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  Genes predicted to be under positive selection during human evolution are implicated in diseases (epithelial cancers, schizophrenia, autoimmune diseases, Alzheimer's disease) that differ in prevalence and symptomatology between humans and other mammals

  orthologous omim meta-database panther comparative disease protein-protein

• Swarm intelligence based wavelet coefficient feature selection for mass spectral classification: an application to proteomics data.

  PMID 19733729 · PMC2748225 · Analytica chimica acta · 2009 · 8 claims · 4 setups

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  ACA-based wavelet coefficient feature selection can achieve up to 100% classification accuracy on training, validating, and independent testing sets using only 5 selected features.

  blood baseline-corrected 953-dimensional training seldi-tof wavelet ant

• Integrating complex genomic datasets and tumour cell sensitivity profiles to address a 'simple' question: which patients should get this drug?

  PMID 20003409 · PMC2799438 · BMC medicine · 2009 · 8 claims · 5 setups

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  A panel of 48 genomically characterized breast cancer cell lines can model patient tumour heterogeneity to identify biomarkers predicting response to PG-11047

  panel breast 250-gene candidate genome growth pathway

• Towards the identification of essential genes using targeted genome sequencing and comparative analysis.

  PMID 17052348 · PMC1624830 · BMC genomics · 2006 · 8 claims · 8 setups

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  Phyletic retention (ortholog presence across organisms) is the single most predictive feature of gene essentiality in both E. coli and S. cerevisiae.

  coli cerevisiae comparative machine single-gene

• 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

• Recombination Facilitates Adaptive Evolution in Rhizobial Soil Bacteria.

  PMID 34410427 · PMC8662638 · Molecular biology and evolution · 2021 · 8 claims · 7 setups

  Has reproduction · 80

  α varies from 0.07 to 0.39 across five Rhizobium species and is positively correlated with the level of recombination

  rhizobium core same site intragenic nucleotide

• Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.

  PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 48

  A hybrid signature combining the Nottingham Prognostic Index with SIS-selected gene expressions can be built in a data-driven fashion (NPI treated as a gene expression during feature selection).

  metabric scan-b gene rna-seq feature

• Whole-genome sequencing of cryopreserved resources from French Large White pigs at two distinct sampling times reveals strong signatures of convergent and divergent selection between the dam and sire lines.

  PMID 36864379 · PMC9979506 · Genetics, selection, evolution : GSE · 2023 · 6 claims · 8 setups

  Has reproduction · 100

  French LWD and LWS lines have lost approximately 5% of the SNPs that segregated in the 1977 ancestral population.

  boars lwd lws pig whole-genome genetic genome-wide

• Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.

  PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups

  Has reproduction · 49

  ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC

  ptc degs key bulk kegg weighted

• A network-guided protocol to discover susceptibility genes in genome-wide association studies using stability selection.

  PMID 36609152 · PMC9850185 · STAR protocols · 2023 · 5 claims · 5 setups

  Has reproduction · 92

  The protocol identifies genes that are both statistically associated with a phenotype and functionally interconnected in a biological network

  case-control gene-gene fictional familial snp-phenotype gene-level network-guided

• Comparative genomics.

  PMID 14624258 · PMC261895 · PLoS biology · 2003 · 8 claims · 7 setups

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  Conserved DNA between species tends to encode shared functional features, while divergent DNA underlies species differences

  caenorhabditis yeast mammalian vertebrate whole-genome comparative interspecies-similarity-informed

• Proteomic analysis of stage I primary lung adenocarcinoma aimed at individualisation of postoperative therapy.

  PMID 18212748 · PMC2243141 · British journal of cancer · 2008 · 5 claims · 6 setups

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  LC-MS/MS proteomic analysis of stage I lung adenocarcinoma specimens identified myosin IIA and vimentin as candidate biomarker proteins with signal intensities that differed significantly among patient outcome groups

  surgically tryptic set lysates lc-ms mascot immunohistochemistry

• Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.

  PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups

  Has reproduction · 100

  Stochastic exploration of the gene-regulatory network structure confers enhanced adaptive capacity, enabling GBM cells to converge to new target phenotypes in novel environments.

  gbm glioma gbm-focused glioma-related transcriptomic differential gene-regulatory

• Adaptive history of single copy genes highly expressed in the term human placenta.

  PMID 18848617 · PMC2759754 · Genomics · 2009 · 8 claims · 6 setups

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  222 single copy eutherian genes are highly expressed (>=3x median) in the term human placenta

  term single same lists microarray comparative site