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).

• Molecular cloning, genomic characterization and over-expression of a novel gene, XRRA1, identified from human colorectal cancer cell HCT116Clone2_XRR and macaque testis.

  PMID 12908878 · PMC194569 · BMC genomics · 2003 · 8 claims · 7 setups

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  XRRA1 is a novel gene down-regulated ~2-fold in XR-resistant HCT116 Clone2_XRR relative to HCT116 Clone10, identified via cDNA microarray

  hct116 macaque cos-7 genomic cdna est molecular

• 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

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 7 claims · 5 setups

  Has reproduction · 62

  A DNN model using the top 34 betweenness-centrality-ranked hub genes predicts bone metastasis with AUC of 92.11% on the GEO validation data.

  breast degs geo tcga gene protein-protein machine

• Analysis of protein sequence and interaction data for candidate disease gene prediction.

  PMID 17020920 · PMC1636487 · Nucleic acids research · 2006 · 8 claims · 7 setups

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  Combining CPS and CMP using known disease genes as input achieves sensitivity 0.52 and specificity 0.97, reducing candidate lists 13-fold

  ophid biocarta kegg pfam-annotated common benchmarking multiple-interval

• A third approach to gene prediction suggests thousands of additional human transcribed regions.

  PMID 16543943 · PMC1391917 · PLoS computational biology · 2006 · 8 claims · 7 setups

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  A third basic concept for gene prediction exists, based on detecting strand-specific 'transcription footprints' (mutational and selectional biases) rather than gene structure or sequence similarity.

  genome 4.4-mb known nucleotide repeat polyadenylation

• miRGator: an integrated system for functional annotation of microRNAs.

  PMID 17942429 · PMC2238850 · Nucleic acids research · 2008 · 8 claims · 8 setups

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  miRGator integrates target prediction, functional enrichment analysis (GO/pathway/disease), and expression data (miRNA/mRNA/protein) into one system for functional annotation of miRNAs

  genome predicted tissues organs computational functional mirna

• Analysis of a set of missense, frameshift, and in-frame deletion variants of BRCA1.

  PMID 18992264 · PMC2682550 · Mutation research · 2009 · 8 claims · 8 setups

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  A combined functional assay, bioinformatics prediction, and structural modeling approach can classify BRCA1 variants of uncertain significance

  saccharomyces cerevisiae hek-293t yeast yeast β-galactosidase dual

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 7 claims · 8 setups

  Has reproduction · 78

  An integrated framework of bioinformatics, machine learning, and ΔG clustering can prioritize PAHs for AD-associated neurotoxicity.

  proteins microarray ad-associated pahs target differential wgcna

• 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

• The Princeton Protein Orthology Database (P-POD): a comparative genomics analysis tool for biologists.

  PMID 17712414 · PMC1942082 · PloS one · 2007 · 8 claims · 5 setups

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  P-POD is the first comparative genomics database to combine results from multiple computational ortholog/homolog prediction methods with manually curated literature-derived experimental evidence of functional conservation.

  sequences orthomcl yeast orthomcl jaccard phylogenetic

• Prediction and assessment of splicing alterations: implications for clinical testing.

  PMID 18951448 · PMC2832470 · Human mutation · 2008 · 8 claims · 5 setups

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  Bioinformatic prediction alone is insufficient; in vitro analysis is needed to confirm or establish splicing aberrations for clinical variant classification

  brca1 lymphocytes mammalian large bioinformatic cycloheximide mini-gene

• Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.

  PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 7 setups

  Has reproduction · 72

  edgeR identifies 9 DEGs associated with pCR and 13 DEGs associated with relapse from 579 immune genes in a small TNBC sample set (n=55)

  ffpe same nanostring training nanostring immunohistochemistry differential

• DeepRNA-Reg: a deep-learning based approach for comparative analysis of CLIP experiments.

  PMID 41055236 · PMC12505516 · RNA biology · 2025 · 7 claims · 5 setups

  Has reproduction · 100

  DeepRNA-Reg, a recurrent neural network-based algorithm, predicts differentially enriched sites in paired HITS-CLIP datasets and outperforms dCLIP 1.7.

  dgcr8 mir-23 deeprna-reg ago2 gene flow

• 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

• Towards alignment independent quantitative assessment of homology detection.

  PMID 17205117 · PMC1762415 · PloS one · 2006 · 8 claims · 6 setups

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  The Fhom Estimator uses the prevalence of a conserved protein feature (X) in two protein sets to estimate the fraction of true homologs among paired proteins, independent of alignment quality.

  curated homologene swiss-prot fruit signalp homologene-based fhom

• Mitochondrial localization and function of a subset of 22q11 deletion syndrome candidate genes.

  PMID 18775783 · PMC2729512 · Molecular and cellular neurosciences · 2008 · 8 claims · 8 setups

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  Six 22q11 genes (Mrpl40, Prodh, Slc25a1, Txnrd2, T10, Zdhhc8) encode proteins that localize to mitochondria, including neuronal/synaptic mitochondria.

  orthologues nih-3t3 3t3 mefs bioinformatic egfp co-transfection

• Intrinsic structural disorder confers cellular viability on oncogenic fusion proteins.

  PMID 19888473 · PMC2768585 · PLoS computational biology · 2009 · 8 claims · 5 setups

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  Translocation-related human proteins are significantly enriched in intrinsic structural disorder compared to all human proteins

  translocation-related translocation cyclin-dependent intrinsic pfam randomized

• Exploring the role and mechanism of Astragalus membranaceus and radix paeoniae rubra in idiopathic pulmonary fibrosis through network pharmacology and experimental validation.

  PMID 37666859 · PMC10477296 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 20

  AM and RPR (Huangqi-Chishao decoction) alleviate bleomycin-induced pathological lung fibrotic damage in rats

  ipf common key rats microarray network protein-protein

• Transcriptomic Data Meta-Analysis Sheds Light on High Light Response in Arabidopsis thaliana L.

  PMID 35457273 · PMC9026532 · International journal of molecular sciences · 2022 · 7 claims · 6 setups

  Has reproduction · 88

  Meta-analysis of five transcriptomic experiments identified 1151 differentially expressed genes that compose a coordinated gene network responding to high light stress

  arabidopsis deg promoter selected meta-analysis transcription hexamer

• Improving genomic prediction accuracy for methane emission and feed efficiency in sheep: integrating rumen microbial PCA with host genomic variation using neural network GBLUP (NN-GBLUP).

  PMID 40676527 · PMC12273308 · Genetics, selection, evolution : GSE · 2025 · 6 claims · 8 setups

  Has reproduction · 85

  PCA effectively reduces the dimensionality of high-dimensional RMC data while retaining essential biological information.

  sheep rumen rmc genomic rumen snp