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).

• Identification of the proliferation/differentiation switch in the cellular network of multicellular organisms.

  PMID 17166053 · PMC1664705 · PLoS computational biology · 2006 · 8 claims · 8 setups

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  Integrating interactome and transcriptome data reveals a pair of transcriptionally anticorrelated network modules (P and D) each comprising hundreds of genes, present across individuals and species.

  postmortem genes gene proteins microarray protein-protein hierarchical

• Reusable building blocks in biological systems.

  PMID 30958230 · PMC6303794 · Journal of the Royal Society, Interface · 2018 · 8 claims · 4 setups

  Has reproduction · 82

  Biological systems can be decomposed into phenotypic building blocks (PBBs) via k-maximally reusable decompositions (k-MRD) that maximize average reusability across conditions.

  tissues conditions randomized est-based mirna randomization

• The genomic analysis of lactic acidosis and acidosis response in human cancers.

  PMID 19057672 · PMC2585811 · PLoS genetics · 2008 · 8 claims · 8 setups

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  Lactic acidosis and hypoxia induce largely distinct gene expression programs in HMECs, with lactic acidosis producing a much larger and more dramatic response

  mammary hmec gene breast gene real-time bayesian

• miRbiom: Machine-learning on Bayesian causal nets of RBP-miRNA interactions successfully predicts miRNA profiles.

  PMID 34637468 · PMC8509996 · PloS one · 2021 · 7 claims · 6 setups

  Has reproduction · 100

  RBPs beyond Drosha/DGCR8/Dicer are involved in regulating miRNA biogenesis and explain its spatio-temporal nature

  tissues computational rbps clip-seq rna-seq srna-seq

• Expression of RAB4B, a protein governing endocytic recycling, is co-regulated with MHC class II genes.

  PMID 17175541 · PMC1802633 · Nucleic acids research · 2007 · 7 claims · 7 setups

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  A typical MHC-II-like S-Y module is present upstream of the RAB4B transcription start site, identified by genome-wide profile scanning

  genomic raji monocyte-derived rj2.2.5 computational chip-on-chip chromatin

• 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

• Computational disease gene identification: a concert of methods prioritizes type 2 diabetes and obesity candidate genes.

  PMID 16757574 · PMC1475747 · Nucleic acids research · 2006 · 6 claims · 8 setups

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  Applying seven independent computational disease-gene prioritization methods in concert to 9556 positional candidate genes identifies a prioritized set of likely T2D and obesity candidate genes

  pubmed genes same randomly geneseeker evoc disease

• Inference of Subpathway Activity Profiles Reveals Metabolism Abnormal Subpathway Regions in Glioblastoma Multiforme.

  PMID 33072547 · PMC7533644 · Frontiers in oncology · 2020 · 7 claims · 8 setups

  Has reproduction · 89

  A metabolic subpathway activity score matrix method combining the k-clique algorithm and GSVA can accurately identify disease-related metabolic abnormal subpathways in GBM

  gbm tcga u87-mg gene survival viability

• Motif discovery in promoters of genes co-localized and co-expressed during myeloid cells differentiation.

  PMID 19059999 · PMC2632922 · Nucleic acids research · 2009 · 6 claims · 8 setups

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  A novel multi-step computational method (built on approximate pattern enumeration, binomial over-representation scoring with FDR correction, and k-medoids clustering) can identify over-represented motifs in a selected set of promoters relative to a background promoter set.

  myeloid reference selected genome-localized microarray promoter k-medoids

• Trans-natural antisense transcripts including noncoding RNAs in 10 species: implications for expression regulation.

  PMID 18653530 · PMC2528163 · Nucleic acids research · 2008 · 8 claims · 7 setups

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  A new computational pipeline identifies trans-SAs using ESTs (not just mRNAs) across 10 animal species, improving coverage over prior methods

  est unannotated trans-sa tus computational coding hybridization

• Innate immune modulation by RNA viruses: emerging insights from functional genomics.

  PMID 18654572 · PMC7097543 · Nature reviews. Immunology · 2008 · 8 claims · 7 setups

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  Influenza virus signals primarily through RIG-I to induce ISG expression, while West Nile virus signals through both RIG-I and MDA5 cooperatively.

  embryonic liver brain serial gene-expression computational

• E3RC: A step-by-step computational protocol for exploring enhancer RNA expression and regulation using conventional RNA-seq data.

  PMID 40716058 · PMC12318280 · STAR protocols · 2025 · 6 claims · 3 setups

  Has reproduction · 62

  E3RC is a computational framework for identifying and quantifying eRNAs and characterizing their expression and transcriptional regulation using conventional RNA-seq data.

  preimplantation genome erna bulk computational motif

• 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

• Promoting human promoters.

  PMID 16760901 · PMC1681504 · Molecular systems biology · 2006 · 8 claims · 5 setups

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  A computational protocol using MARS on known sequence motifs can quantify transcription factor effects on human gene expression despite noise and data size challenges

  gene liver cycle genes computational expression time-course

• Adaptively inferring human transcriptional subnetworks.

  PMID 16760900 · PMC1681499 · Molecular systems biology · 2006 · 8 claims · 7 setups

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  A multivariate linear spline (MARS-based) model correlating PWM binding scores with log expression ratios can identify active cis-motif combinations in mammalian promoters without requiring gene clustering.

  liver proximal hela predicted microarray computational novo

• Identification and analysis of co-occurrence networks with NetCutter.

  PMID 18781200 · PMC2526157 · PloS one · 2008 · 8 claims · 4 setups

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  Random sampling from a complete permutation set of the bipartite graph permits co-occurrence analysis with optimal stringency, and the edge-swapping (ES) model closely approximates this and is the preferred null-model among six tested.

  publime bipartite randomized co-occurrence null-model signal-to-noise

• Functional annotation and identification of candidate disease genes by computational analysis of normal tissue gene expression data.

  PMID 18560577 · PMC2409962 · PloS one · 2008 · 7 claims · 5 setups

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  Ranked Coexpression Groups (RCG) built from k=6 nearest coexpressed genes, combined with a majority-rule functional characterization, integrate multiple datasets/coexpression measures to generate high-confidence functional annotation predictions

  normal genome-wide same omim microarray sage computational

• An integrated in silico-in vitro approach for identifying therapeutic targets against osteoarthritis.

  PMID 36352408 · PMC9648005 · BMC biology · 2022 · 7 claims · 5 setups

  Has reproduction · 84

  A signal transduction/gene regulatory network model of the articular chondrocyte was built combining knowledge-based curation and data-driven (machine learning) network inference

  osteoarthritic articular chondrocyte microarray computational high-throughput

• Gene Dosage Analysis on the Single-Cell Transcriptomes Linking Cotranslational Protein Targeting to Metastatic Triple-Negative Breast Cancer.

  PMID 34577617 · PMC8472593 · Pharmaceuticals (Basel, Switzerland) · 2021 · 7 claims · 5 setups

  Has reproduction · 53

  A computational framework integrating independently measured CNV (DNA sequencing) and single-cell RNA-seq from the same patients identifies recurrent concordant copy number gain and gene upregulation (CNG-UP) events and functional modules at the single-cell level.

  metastatic top breast tnbc single-cell functional mutational

• CoMoDis: composite motif discovery in mammalian genomes.

  PMID 17130158 · PMC1702496 · Nucleic acids research · 2007 · 7 claims · 4 setups

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  CoMoDis is a new bioinformatics tool that streamlines computational identification of novel regulatory modules starting from a single seed motif

  ncbi35 gata-1 gene imr90 computational microarray seed-motif-anchored