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).

• 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

• 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

• A map of human protein interactions derived from co-expression of human mRNAs and their orthologs.

  PMID 18414481 · PMC2387231 · Molecular systems biology · 2008 · 8 claims · 6 setups

  Full-text index only

  Comparing human mRNA co-expression with co-expression of orthologous gene pairs in five other organisms identifies proteins that physically associate

  genes hela proteins worm co-expression quantitative functional

• Utilization of genomic signatures to identify phenotype-specific drugs.

  PMID 19714244 · PMC2729377 · PloS one · 2009 · 8 claims · 8 setups

  Full-text index only

  A RAS pathway gene expression signature applied to NCI-60 cells identifies compounds selectively active against RAS-activated cells, including the MEK inhibitor Hypothemycin

  nci-60 breast mda-mb-231 signature-drug gene signature

• Automatic discovery of cross-family sequence features associated with protein function.

  PMID 16409628 · PMC1395344 · BMC bioinformatics · 2006 · 8 claims · 6 setups

  Full-text index only

  A self-supervised data mining approach can find relationships between sequence features and functional annotations without preconceived functional categories.

  non-redundant same evolved eukaryotic self-supervised experiment self-organizing

• 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

  Full-text index only

  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

• Benchmarking ortholog identification methods using functional genomics data.

  PMID 16613613 · PMC1557999 · Genome biology · 2006 · 8 claims · 7 setups

  Full-text index only

  InParanoid is the best overall ortholog identification method for identifying functionally equivalent proteins when sensitivity and selectivity are combined into an overall score.

  known human-mouse expression interpro co-expression

• miRNAMap 2.0: genomic maps of microRNAs in metazoan genomes.

  PMID 18029362 · PMC2238982 · Nucleic acids research · 2008 · 8 claims · 6 setups

  Full-text index only

  miRNAMap 2.0 is a resource collecting experimentally verified miRNAs and experimentally verified miRNA target genes in human, mouse, rat and other metazoan genomes

  major tissues conserved predicted quantitative bead-based microarray

• High resolution analysis of the human transcriptome: detection of extensive alternative splicing independent of transcriptional activity.

  PMID 19804644 · PMC2768739 · BMC genetics · 2009 · 8 claims · 6 setups

  Full-text index only

  The human GWSA uses exon body and exon-exon junction probes to directly measure over 280,000 known and predicted splicing events genome-wide.

  universal same lim erythrocyte genome-wide cross-platform rt-pcr

• Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.

  PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database

  epithelial-based tcga gdsc muscle-invasive differential co-expression signature

• Oligomeric protein structure networks: insights into protein-protein interactions.

  PMID 16336694 · PMC1326230 · BMC bioinformatics · 2005 · 8 claims · 6 setups

  Full-text index only

  Interface amino acid clusters identified at Imin=6% correlate well with residues losing accessible surface area (δASA) upon oligomerization

  non-redundant same known complexes structure hub comparison

• VIRGO: computational prediction of gene functions.

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

  Full-text index only

  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

• 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

• Predicting the pathogenicity of missense variants using features derived from AlphaFold2.

  PMID 37084271 · PMC10203375 · Bioinformatics (Oxford, England) · 2023 · 6 claims · 8 setups

  Has reproduction · 85

  AlphaFold2-derived structural features (solvent accessibility, amino acid network features, physicochemical environment, pLDDT) can be used to train a random forest classifier (AlphScore) that distinguishes proxy-benign from proxy-pathogenic missense variants.

  gnomad alphafold2-predicted alphscore proteins machine secondary physicochemical

• Interactome-transcriptome analysis reveals the high centrality of genes differentially expressed in lung cancer tissues.

  PMID 16188928 · PMC4631381 · Bioinformatics (Oxford, England) · 2005 · 7 claims · 4 setups

  Full-text index only

  Genes upregulated in squamous cell lung cancer are highly connected (well-connected) nodes in the protein interactome

  squamous ophid degs oligonucleotide interaction connectivity

• A Bayesian approach to accurate and robust signature detection on LINCS L1000 data.

  PMID 32003771 · PMC7203754 · Bioinformatics (Oxford, England) · 2020 · 6 claims · 4 setups

  Has reproduction · 37

  A novel Bayesian-based peak deconvolution algorithm gives unbiased likelihood estimations for peak locations and characterizes peaks with probability-based z-scores.

  lincs simulated l1000 l1000 simulated student's

• Including microbiome information in a multi-trait genomic evaluation: a case study on longitudinal growth performance in beef cattle.

  PMID 38491422 · PMC10943865 · Genetics, selection, evolution : GSE · 2024 · 8 claims · 5 setups

  Full-text index only

  The host genome's influence on the functional rumen microbiome contributes to temporal variation in average daily gain (ADG1-ADG4) across finishing months in beef cattle.

  rumen blood beef metagenome snp longitudinal

• Large-scale analysis of human alternative protein isoforms: pattern classification and correlation with subcellular localization signals.

  PMID 15860772 · PMC1087780 · Nucleic acids research · 2005 · 8 claims · 8 setups

  Full-text index only

  Constructed a large-scale dataset of 6876 human alternative protein isoforms from 2624 genes by combining H-Invitational full-length cDNA data and SwissProt VARSPLIC entries

  full-length alternative refseq genome pairwise mitochondrial signal

• Prodepth: predict residue depth by support vector regression approach from protein sequences only.

  PMID 19759917 · PMC2742725 · PloS one · 2009 · 8 claims · 8 setups

  Full-text index only

  Residue depth can be reliably predicted solely from protein primary sequence using support vector regression on sequence-derived features.

  structure sequences sequence residue dssp psi-blast

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs

  afb1 breast training candidate computational bulk weighted