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).
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Has reproduction · 83
Functional module detection through integration of single-cell RNA sequencing data with protein-protein interaction networks.
PMID 33138772 · PMC7607865 · BMC genomics · 2020 · 8 claims · 6 setups
scPPIN integrates scRNA-seq-derived p-values with PPINs to detect maximum-weight connected subgraphs (active/functional modules) via an exact Steiner-tree approach
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Has reproduction · 64
VIGET: A web portal for study of vaccine-induced host responses based on Reactome pathways and ImmPort data.
PMID 37180100 · PMC10172660 · Frontiers in immunology · 2023 · 7 claims · 7 setups
VIGET is a web portal that lets users select vaccines/ImmPort studies, run differential gene expression analysis, and perform Reactome-based pathway enrichment and functional interaction network construction
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Has reproduction · 48
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
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).
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Has reproduction · 74
Autoencoder Networks Decipher the Association between Lung Cancer and Alzheimer's Disease.
PMID 36518809 · PMC9744611 · Computational intelligence and neuroscience · 2022 · 7 claims · 6 setups
Autoencoder networks based on 266 shared DEGs reveal a comorbidity (positive) relationship between Alzheimer's disease and lung cancer.
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Visualization-based discovery and analysis of genomic aberrations in microarray data.
PMID 15953389 · PMC1181623 · BMC bioinformatics · 2005 · 8 claims · 7 setups
ChARMView integrates dynamic visualization with automated statistical analysis (EM-based breakpoint detection, one-sample sign test, permutation mean test) to discover chromosomal aberrations from array CGH and gene expression data
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Has reproduction · 78
Enhancing chemotherapy response prediction via matched colorectal tumor-organoid gene expression analysis and network-based biomarker selection.
PMID 39754813 · PMC11754497 · Translational oncology · 2025 · 6 claims · 8 setups
A consensus WGCNA approach combining matched tumor-organoid and independent organoid drug-response expression data identifies gene modules and hub genes predictive of 5-FU chemotherapy response
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Expoldb: expression linked polymorphism database with inbuilt tools for analysis of expression and simple repeats.
PMID 17038195 · PMC1618849 · BMC genomics · 2006 · 8 claims · 6 setups
EXPOLDB is a novel database integrating human gene expression variability data (including monozygotic twin comparisons) with (TG/CA)n repeat polymorphism information
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g:Profiler--a web-based toolset for functional profiling of gene lists from large-scale experiments.
PMID 17478515 · PMC1933153 · Nucleic acids research · 2007 · 8 claims · 5 setups
g:Profiler integrates four modules (g:Profiler core, g:Convert, g:Orth, g:Sorter) into a single cross-linked web tool for gene list analysis
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Emerging translational bioinformatics: knowledge-guided biomarker identification for cancer diagnostics.
PMID 19964620 · PMC5003034 · Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference · 2009 · 8 claims · 3 setups
omniBiomarker, a web-based application, uses prior biological knowledge to identify the most biologically relevant gene ranking metric for a given clinical problem
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GeneTrail--advanced gene set enrichment analysis.
PMID 17526521 · PMC1933132 · Nucleic acids research · 2007 · 8 claims · 2 setups
GeneTrail is a comprehensive, easy-to-use web-based tool for gene set enrichment analysis supporting both Over-Representation Analysis (ORA) and Gene Set Enrichment Analysis (GSEA)
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Has reproduction · 100
Differentially expressed genes reflect disease-induced rather than disease-causing changes in the transcriptome.
PMID 34561431 · PMC8463674 · Nature communications · 2021 · 8 claims · 7 setups
revTWMR, a reverse transcriptome-wide Mendelian Randomization approach integrating GWAS and whole-blood trans-eQTL summary statistics, is proposed to estimate the causal effect of a phenotype on gene expression.
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Has reproduction · 76
Topologically inferring pathway activity toward precise cancer classification via integrating genomic and metabolomic data: prostate cancer as a case.
PMID 26286638 · PMC4541321 · Scientific reports · 2015 · 6 claims · 4 setups
DRW-GM integrates gene expression and metabolomic profiles via directed random walk on a global gene–metabolite pathway graph to weight genes by topological importance and infer reproducible pathway activities
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Has reproduction · 71
Developing a novel immune infiltration-associated mitophagy prediction model for amyotrophic lateral sclerosis using bioinformatics strategies.
PMID 38601155 · PMC11005030 · Frontiers in immunology · 2024 · 7 claims · 6 setups
An 18-gene mitophagy-related prognostic signature was identified by machine learning and used to build a prognostic risk score model for ALS.
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Has reproduction · 51
SGCP: a spectral self-learning method for clustering genes in co-expression networks.
PMID 38956463 · PMC11221046 · BMC bioinformatics · 2024 · 7 claims · 4 setups
SGCP, a spectral self-learning method, yields gene co-expression modules with higher GO enrichment than WGCNA, CoExpNets, and CEMiTool across 12 real gene expression datasets.
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Phylogenetic reconstruction of ancestral character states for gene expression and mRNA splicing data.
PMID 15921519 · PMC1166541 · BMC bioinformatics · 2005 · 6 claims · 4 setups
A minimum evolution algorithm (implemented in software 'phyrex') can reconstruct ancestral states of continuous characters like gene expression or splicing levels along a phylogeny
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Gene expression profile of cervical tissue compared to exfoliated cells: impact on biomarker discovery.
PMID 15876354 · PMC1164412 · BMC genomics · 2005 · 8 claims · 5 setups
The gene expression profile of exfoliated cervical cells partially represents that of cervical tissue
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Identification of the proliferation/differentiation switch in the cellular network of multicellular organisms.
PMID 17166053 · PMC1664705 · PLoS computational biology · 2006 · 8 claims · 8 setups
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.
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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
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.
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Adaptive history of single copy genes highly expressed in the term human placenta.
PMID 18848617 · PMC2759754 · Genomics · 2009 · 8 claims · 6 setups
222 single copy eutherian genes are highly expressed (>=3x median) in the term human placenta
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Identification of gene interactions associated with disease from gene expression data using synergy networks.
PMID 18234101 · PMC2258206 · BMC systems biology · 2008 · 8 claims · 4 setups
Synergy of a gene pair with respect to disease, defined as I(G1,G2;C) - [I(G1;C)+I(G2;C)], identifies gene pairs that interact cooperatively with respect to a phenotype rather than independently.