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).

• Implementing the reuse of public DIA proteomics datasets: from the PRIDE database to Expression Atlas.

  PMID 35701420 · PMC9197839 · Scientific data · 2022 · 8 claims · 5 setups

  Has reproduction · 50

  An open, containerised, Nextflow-orchestrated reanalysis pipeline combining metadata annotation, SWATH-MS analysis, statistical analysis, and Expression Atlas integration was developed for public DIA data.

  pooled datasets pxd014194 technical swath-ms dda-based differential

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction

• Error-pooling-based statistical methods for identifying novel temporal replication profiles of human chromosomes observed by DNA tiling arrays.

  PMID 17430969 · PMC1888820 · Nucleic acids research · 2007 · 8 claims · 4 setups

  Full-text index only

  Developed an LPE-based error-pooling and weighted ANOVA modeling approach for statistical analysis of high-density tiling array data

  cell-cycle-synchronized hela computational differentially tiling cdna statistical

• Finding signals that regulate alternative splicing in the post-genomic era.

  PMID 12429065 · PMC244920 · Genome biology · 2002 · 8 claims · 8 setups

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  Alternative splicing generates protein and regulatory diversity from a limited number of genes and modulates isoform levels in a cell-context-specific manner

  intron-containing genome brain-specific cell-free computational comparative selex

• Bayesian model accounting for within-class biological variability in Serial Analysis of Gene Expression (SAGE).

  PMID 15339345 · PMC517707 · BMC bioinformatics · 2004 · 7 claims · 5 setups

  Full-text index only

  A Bayesian mixture model is proposed to account for within-class biological variability in SAGE/Digital-Northern/MPSS tag counting data.

  astrocytoma same sage classical beta-binomial

• Localized-statistical quantification of human serum proteome associated with type 2 diabetes.

  PMID 18795103 · PMC2529402 · PloS one · 2008 · 8 claims · 5 setups

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  Developed LSPAD (localized statistics of protein abundance distribution) to calculate statistical significance of protein-abundance bias between two serum cohorts using a local Fisher's exact test window

  pooled computational identified additional label-free lspad pathway-associated

• Different molecular patterns in glioblastoma multiforme subtypes upon recurrence.

  PMID 19644652 · PMC2811648 · Journal of neuro-oncology · 2010 · 7 claims · 5 setups

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  Type 1 GBM (p53 mutation, no EGFR amplification) and type 2 GBM (EGFR amplification, no p53 mutation) conserve their original molecular pattern at relapse.

  paired gbm sequencing semiquantitative microsatellite

• Gene expression profile of cervical tissue compared to exfoliated cells: impact on biomarker discovery.

  PMID 15876354 · PMC1164412 · BMC genomics · 2005 · 8 claims · 5 setups

  Full-text index only

  The gene expression profile of exfoliated cervical cells partially represents that of cervical tissue

  exfoliated normal gene cin3 genome microarray gene

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• GREIN: An Interactive Web Platform for Re-analyzing GEO RNA-seq Data.

  PMID 31110304 · PMC6527554 · Scientific reports · 2019 · 8 claims · 7 setups

  Has reproduction · 73

  GREIN is a web application providing user-friendly interfaces to manipulate, visualize, and analyze GEO RNA-seq data.

  mcf10a nde&dt hypoxia bulk correlation pca

• Exploring Gene Expression Patterns in Alzheimer's Disease Using a Human Microarray Data Meta-Analysis.

  PMID 41744654 · PMC12938635 · Biology · 2026 · 6 claims · 7 setups

  Has reproduction · 100

  AD brains show a distinct transcriptomic profile with up-regulation of immune/inflammation genes and down-regulation of synapse/neuronal-signaling genes

  brain sub-studies down-regulated affymetrix quality normalization

• GoMiner: a resource for biological interpretation of genomic and proteomic data.

  PMID 12702209 · PMC154579 · Genome biology · 2003 · 8 claims · 4 setups

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  GoMiner organizes 'interesting' gene lists (e.g., differentially expressed genes) into the Gene Ontology hierarchy for biological interpretation, displaying results as both a tree and a directed acyclic graph (DAG).

  du145 gene gominer cdna flow category

• An integrated approach of immunogenomics and bioinformatics to identify new Tumor Associated Antigens (TAA) for mammary cancer immunological prevention.

  PMID 16351756 · PMC1866378 · BMC bioinformatics · 2005 · 8 claims · 6 setups

  Full-text index only

  Meta-analysis of two independent BALB-neuT transcription profiling studies can identify new TAA candidates usable instead of or with Her2

  balb-neut normal breast probe microarray statistical enrichment

• HIV replication enhances production of free fatty acids, low density lipoproteins and many key proteins involved in lipid metabolism: a proteomics study.

  PMID 18714345 · PMC2500163 · PloS one · 2008 · 7 claims · 4 setups

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  HIV infection of a human T-cell line differentially regulates 18 proteins involved in lipid metabolism.

  t-cell identified gel maldi-tof bioinformatics

• A taxonomy of epithelial human cancer and their metastases.

  PMID 20017941 · PMC2806369 · BMC medical genomics · 2009 · 8 claims · 6 setups

  Full-text index only

  Unsupervised hierarchical clustering of 1566 primary epithelial tumors yields large tissue-enriched clusters (breast, colon/GI, lung, ovary, kidney) plus smaller prostate, thyroid-kidney, and mixed clusters

  epithelial tumor metastatic breast microarray gene fisher

• Mutations in dnaA and a cryptic interaction site increase drug resistance in Mycobacterium tuberculosis.

  PMID 33253310 · PMC7738170 · PLoS pathogens · 2020 · 7 claims · 8 setups

  Has reproduction · 98

  Non-synonymous mutations in dnaA are statistically associated with drug resistance (INH, RIF, SM) in clinical M. tuberculosis strains across two independent GWAS cohorts (China and Vietnam)

  clinical dnaa isogenic h37rv genome-wide structural deep-sequencing

• Genetic analysis of pathways regulated by the von Hippel-Lindau tumor suppressor in Caenorhabditis elegans.

  PMID 15361934 · PMC515368 · PLoS biology · 2004 · 7 claims · 8 setups

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  The HIF-1/VHL-1/EGL-9 hydroxylase pathway is tightly conserved in C. elegans

  elegans whole-genome rnase pharmacological

• Capturing genomic signatures of DNA sequence variation using a standard anonymous microarray platform.

  PMID 17000641 · PMC1636412 · Nucleic acids research · 2006 · 8 claims · 6 setups

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  An anonymous SHyP oligonucleotide microarray can capture genomic signatures of DNA sequence variation from any organism, including a previously unsequenced species

  genomic gonystylus subset restriction-digested custom self-self blast

• LaSSO, a strategy for genome-wide mapping of intronic lariats and branch points using RNA-seq.

  PMID 24709818 · PMC4079972 · Genome research · 2014 · 8 claims · 8 setups

  Has reproduction · 68

  LaSSO (Lariat Sequence Site Origin) identifies intronic lariat reads and pinpoints branch points genome-wide from RNA-seq data by considering every intronic base as a potential branch point and including all possible exon-skipping lariats.

  schizosaccharomyces pombe rna-seq lasso lariat-specific

• SeqBuster, a bioinformatic tool for the processing and analysis of small RNAs datasets, reveals ubiquitous miRNA modifications in human embryonic cells.

  PMID 20008100 · PMC2836562 · Nucleic acids research · 2010 · 8 claims · 6 setups

  Full-text index only

  SeqBuster is a versatile web-based and stand-alone bioinformatic toolkit for processing and analyzing large-scale small RNA deep sequencing datasets.

  embryonic hesc small sequence adapter