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).

• 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

• Predicting the phenotypic effects of non-synonymous single nucleotide polymorphisms based on support vector machines.

  PMID 18005451 · PMC2216041 · BMC bioinformatics · 2007 · 8 claims · 5 setups

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  Parepro, an SVM-based method integrating three attribute sets (RD, MI, IE) derived from evolutionary and residue-property information, predicts whether an nsSNP is deleterious or neutral.

  sequences target svm benchmark homology

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

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

  Full-text index only

  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

• Massively parallel genomic perturbations with multi-target CRISPR interrogates Cas9 activity and DNA repair at endogenous sites.

  PMID 36064968 · PMC9481459 · Nature cell biology · 2022 · 8 claims · 6 setups

  Has reproduction · 98

  Multi-target gRNAs (mgRNAs) can direct Cas9 to over a hundred well-mapped endogenous genomic sites simultaneously, enabling massively parallel, high-throughput interrogation of Cas9 activity via short-read sequencing

  hg38 hela hek293t induced genome-wide high-throughput chip-seq

• Functional coverage of the human genome by existing structures, structural genomics targets, and homology models.

  PMID 16118666 · PMC1188274 · PLoS computational biology · 2005 · 8 claims · 5 setups

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  Existing PDB structures provide single-domain coverage for 37% of functional classes in the human genome and complete (whole-protein) structure coverage for 25%.

  genome functional registered omim comparative kendall's homology

• Interaction profile-based protein classification of death domain.

  PMID 15189571 · PMC459208 · BMC bioinformatics · 2004 · 7 claims · 6 setups

  Full-text index only

  An SVM-based classifier using Residue Pair Interaction Profiles (RPIPs) can classify death domain superfamily members into subfamilies with 89% average cross-validation accuracy

  homology-modeled death homology putative rigid-body homology model

• Comparisons of substitution, insertion and deletion probes for resequencing and mutational analysis using oligonucleotide microarrays.

  PMID 15722479 · PMC549431 · Nucleic acids research · 2005 · 7 claims · 4 setups

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  Two base deletion probes display the highest average hybridization specificity, followed by single base substitution, single base deletion, and single base insertion probes.

  atm hybridized probe oligonucleotide transcription microarray

• Predicting positive p53 cancer rescue regions using Most Informative Positive (MIP) active learning.

  PMID 19756158 · PMC2742196 · PLoS computational biology · 2009 · 8 claims · 4 setups

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  MIP active learning is a novel active learning method that preferentially seeks informative Positive (functionally active) examples rather than only maximizing classifier accuracy.

  engineered p53 computational yeast-based regional homology

• Evolutionary trace annotation of protein function in the structural proteome.

  PMID 20036248 · PMC2831211 · Journal of molecular biology · 2010 · 8 claims · 7 setups

  Full-text index only

  ET-ranked residue clusters can be used to build 3D templates that predict GO function in enzymes and non-enzymes alike, without prior knowledge of functional mechanism.

  structural pdb pairs annotated evolutionary template support

• DAGFormer: A graph-based domain adaptation approach for single-cell cancer drug response prediction.

  PMID 41417875 · PMC12795466 · PLoS computational biology · 2025 · 7 claims · 4 setups

  Has reproduction

  DAGFormer, a graph-based domain adaptation framework integrating bulk and scRNA-seq data, predicts single-cell drug responses more accurately than existing methods.

  pan-can jhu006 pc9 a375 bulk scrna-seq

• Artificial Intelligence Approach in Machine Learning-Based Modeling and Networking of the Coronavirus Pathogenesis Pathway.

  PMID 40699865 · PMC12191508 · Current issues in molecular biology · 2025 · 8 claims · 8 setups

  Has reproduction

  The coronavirus pathogenesis pathway is activated in SARS-CoV-2-infected iPSC-derived cardiac cells and in SARS-CoV/SARS-CoV-2-infected LUAD cells

  ace2-transfected calu-3 luad ipsc-derived ipa sequencing convolutional

• Breakpoint Associated with a novel 2.3 Mb deletion in the VCFS region of 22q11 and the role of Alu (SINE) in recurring microdeletions.

  PMID 16512914 · PMC1413517 · BMC medical genetics · 2006 · 8 claims · 5 setups

  Full-text index only

  Patient carries a novel 2.3 Mb deletion in 22q11.2 with proximal breakpoint between RH48663/RH48348 and distal breakpoint between D22S1138/SHGC-145314

  genomic maternal 22qtdr chromosome semi-quantitative pcr fish

• X:Map: annotation and visualization of genome structure for Affymetrix exon array analysis.

  PMID 17932061 · PMC2238884 · Nucleic acids research · 2008 · 7 claims · 4 setups

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  X:Map is a genome annotation database that maps every Affymetrix exon array probeset to Ensembl genome features (genes, ESTs, GenScan predictions) and supports both high-throughput and gene-centric analysis.

  ensembl breast mcf7 25-mer probe-to-transcript microarray

• Expression genomics in breast cancer research: microarrays at the crossroads of biology and medicine.

  PMID 17397520 · PMC1868923 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups

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  Genome-wide expression microarray studies reveal transcriptional networks/signatures that explain breast cancer biological and clinical heterogeneity

  breast early-stage diffuse dlbcl gene

• Proteomic profiling in ovarian cancer.

  PMID 19955909 · PMC7319026 · International journal of gynecological cancer : official journal of the International Gynecological Cancer Society · 2009 · 8 claims · 6 setups

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  No validated or cost-efficient screening program exists for ovarian cancer; physical exam, CA125, and transvaginal ultrasound lack sufficient sensitivity/specificity for early-stage detection.

  serum tumor rolling mass microarray

• A survey of integral alpha-helical membrane proteins.

  PMID 19760129 · PMC2780624 · Journal of structural and functional genomics · 2009 · 8 claims · 8 setups

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  An automated annotation pipeline defines the integral membrane genome and family associations for 21,379 proteins from 34 genomes, most belonging to 598 Pfam-derived membrane protein families.

  pfam-a organisms 34-genome integral transmembrane comparative sequence

• Toward stem cell systems biology: from molecules to networks and landscapes.

  PMID 19329576 · PMC2738746 · Cold Spring Harbor symposia on quantitative biology · 2008 · 7 claims · 6 setups

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  Stem-cell-fate specification is an extremely complex process regulated by multiple mutually interacting molecular mechanisms with numerous regulatory feedback loops.

  stem embryonic promyelocytic genome-wide serial chip-chip

• The vertebrate genome annotation (Vega) database.

  PMID 18003653 · PMC2238886 · Nucleic acids research · 2008 · 8 claims · 8 setups

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  Vega is a database for viewing manual genome annotation of human, mouse and zebrafish genomic sequences produced at the Wellcome Trust Sanger Institute.

  genome zebrafish pig nod manual comparative transcript

• Genome-wide identification of conserved and novel microRNAs in one bud and two tender leaves of tea plant (Camellia sinensis) by small RNA sequencing, microarray-based hybridization and genome survey scaffold sequences.

  PMID 29157210 · PMC5697157 · BMC plant biology · 2017 · 7 claims · 8 setups

  Has reproduction · 91

  175 conserved and 83 novel miRNAs were identified mainly in one bud and two tender leaves of tea plant via small RNA sequencing combined with genome survey data

  camellia sinensis small genome mirna

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) were identified for HCM by intersecting DEGs with MR-derived HCM-associated eQTLs.

  left european merged degs bulk two-sample machine