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).

• VIST: variational inference for single cell time series.

  PMID 41535949 · PMC12892444 · Genome biology · 2026 · 8 claims · 6 setups

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  VIST is a VAE-based method that decomposes single-cell gene expression into time-dependent and time-independent latent components

  toy drosophila aorta lung synthetic time-course latent

• Towards a comprehensive structural coverage of completed genomes: a structural genomics viewpoint.

  PMID 17349043 · PMC1829165 · BMC bioinformatics · 2007 · 8 claims · 6 setups

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  A combined target-selection approach — pursuing both structurally uncharacterised domain families and additional targets from large structurally characterised superfamilies — is essential for comprehensive structural coverage of the genomes.

  sp-trembl hmm-based domain computational

• CoINcIDE: A framework for discovery of patient subtypes across multiple datasets.

  PMID 26961683 · PMC4784276 · Genome medicine · 2016 · 8 claims · 4 setups

  Has reproduction · 87

  CoINcIDE is a novel framework for discovering patient subtypes across multiple datasets that requires no between-dataset transformations (e.g., batch correction)

  breast ovarian simulated gene consensus simulated

• Prioritized mass spectrometry increases the depth, sensitivity and data completeness of single-cell proteomics.

  PMID 37012480 · PMC10172113 · Nature methods · 2023 · 8 claims · 5 setups

  Has reproduction · 90

  pSCoPE (prioritized precursor selection via MaxQuant.Live) increases sensitivity, data completeness, and proteome coverage more than twofold over shotgun single-cell proteomics

  bulk hek293 single-cell bone prioritized single-cell spike-in

• Information extraction from full text scientific articles: where are the keywords?

  PMID 12775220 · PMC166134 · BMC bioinformatics · 2003 · 8 claims · 5 setups

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  The keyword content of the five article sections (A, I, M, R, D) is heterogeneous, i.e., different sections carry different kinds of information.

  corpus same articles keyword validation qualitative

• Computational tradeoffs in multiplex PCR assay design for SNP genotyping.

  PMID 16042802 · PMC1190169 · BMC genomics · 2005 · 7 claims · 6 setups

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  Achieving high-multiplexing/high-coverage multiplex PCR designs is subject to a computational phase transition as the SNP-pair compatibility probability crosses a critical threshold

  simulated real chromosome randomly simulation multiplex coverage-vs-n

• GeneTide--Terra Incognita Discovery Endeavor: a new transcriptome focused member of the GeneCards/GeneNote suite of databases.

  PMID 15608261 · PMC540076 · Nucleic acids research · 2005 · 8 claims · 7 setups

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  GeneTide integrates UniGene, DoTS, AceView, BLAT/GeneLoc genomic alignment, and GeneAnnot probe-set data into a unified Consensus/Uniqueness/Score scheme to associate ESTs with GeneCards genes

  transcriptome genome spliced transcripts est genomic splice-orientation

• The use of coded PCR primers enables high-throughput sequencing of multiple homolog amplification products by 454 parallel sequencing.

  PMID 17299583 · PMC1797623 · PloS one · 2007 · 6 claims · 4 setups

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  5′-tagged PCR primers enable pooling of homologous PCR products from multiple sources into a single GS20 run with accurate post-hoc assignment of sequences to source

  extracts pooled same non-assigned pcr parallel conventional

• A protein interaction based model for schizophrenia study.

  PMID 19091023 · PMC2638163 · BMC bioinformatics · 2008 · 8 claims · 4 setups

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  Products of 36 schizophrenia candidate genes cluster together into a single connected component within a PPI sub-network of 831 proteins

  proteins clusters brain ppi network gene

• Mapping proteins to disease terminologies: from UniProt to MeSH.

  PMID 18460185 · PMC2367626 · BMC bioinformatics · 2008 · 8 claims · 7 setups

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  Developed a three-step procedure (disease name extraction, exact matching, partial/similarity-based matching) to map UniProtKB/Swiss-Prot disease names to MeSH terms

  randomly swiss-prot uniprotkb mesh manual exact partial

• Comparative genomic analysis of clinical strains of Campylobacter jejuni from South Africa.

  PMID 18431496 · PMC2292242 · PloS one · 2008 · 8 claims · 4 setups

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  South African HS:41 strains are clearly distinct from the other South African strains by comparative genomic analysis

  clinical genomic jejuni multilocus microarray phylogenetic

• MOSAIK: a hash-based algorithm for accurate next-generation sequencing short-read mapping.

  PMID 24599324 · PMC3944147 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 29

  MOSAIK is the only aligner that consistently aligns reads from all major sequencing platforms (Illumina, AB SOLiD, Roche 454, Ion Torrent, Pacific Biosciences SMRT) using the same algorithmic approach.

  simulated million coli illumina short-read mapping neural-network

• The genome sequence of Menetries' Clouded Yellow, Colias thisoa Ménétriès, 1832 (Lepidoptera: Pieridae).

  PMID 41716938 · PMC12914173 · Wellcome open research · 2026 · 8 claims · 7 setups

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  A chromosome-level, haplotype-resolved genome assembly was generated for Colias thisoa as part of Project Psyche

  colias pacbio assembled scaffolded pacbio hi-c k-mer

• An AI-Enabled Single-Cell Transcriptomic Analysis Pipeline for Gene Signature Discovery in Natural Killer Cells Linked to Remission Outcomes in Chronic Myeloid Leukemia.

  PMID 41972591 · PMC13072394 · Biology · 2026 · 8 claims · 7 setups

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  GAFA integrates latent-space representation, pseudotime trajectory modeling, GRN inference, and machine learning-based gene panel discovery into a single coherent pipeline, unlike existing workflows that treat these steps independently.

  peripheral subset immune assigned scrna-seq latent-space automated

• scSurv: a deep generative model for single-cell survival analysis.

  PMID 41429574 · PMC12797213 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

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  scSurv combines a Cox proportional hazards model with a deep generative model (VAE) of single-cell transcriptomes to estimate individual cellular contributions to clinical outcomes

  simulated tcga melanoma renal scrna-seq bulk single-cell

• GAUGE-Annotated Microbial Transcriptomic Data Facilitate Parallel Mining and High-Throughput Reanalysis To Form Data-Driven Hypotheses.

  PMID 33758032 · PMC8547006 · mSystems · 2021 · 8 claims · 7 setups

  Has reproduction · 70

  GAUGE automatically annotates GEO microbial transcriptomic data sets (microarray and RNA-seq), increasing the proportion of annotatable studies from 4% to 33%

  microarray rna-seq aeruginosa mantel manual anova

• eDNAmap: A Metabarcoding Web Tool for Comparing Marine Biodiversity, With Special Reference to Teleost Fish.

  PMID 41189540 · PMC12627913 · Molecular ecology resources · 2026 · 6 claims · 5 setups

  Has reproduction · 59

  eDNAmap is a web-based platform that stores marine eDNA metabarcoding data and lets users plot sampling locations, generate heatmaps, and run nMDS/cluster analyses on uploaded or database species/ASV composition data.

  teleost dinoflagellates 12s asv edna blast phylogenetic

• Whole-genome analysis of a multidrug-resistant Klebsiella michiganensis environmental isolate from an orthopedic ward in Mwanza, Tanzania reveals IncF-family plasmid replicon signatures associated with resistance determinants.

  PMID 41957580 · PMC13173886 · BMC genomics · 2026 · 8 claims · 8 setups

  Has reproduction · 82

  An isolate phenotypically identified as K. oxytoca was reclassified by genome-based taxonomy (GTDB-Tk, ANI, BLAST) as Klebsiella michiganensis

  michiganensis a55848 african assembled whole-genome novo genome-based

• TRAPID 2.0: a web application for taxonomic and functional analysis of de novo transcriptomes.

  PMID 34197621 · PMC8464036 · Nucleic acids research · 2021 · 8 claims · 8 setups

  Has reproduction · 60

  TRAPID 2.0 is a web application performing global characterization of de novo transcriptomes via structural, functional, and taxonomic annotation in an initial processing phase, followed by an exploratory phase of downstream analyses.

  mmetsp query putative ciliate taxonomic similarity non-coding

• Prediction of condition-specific regulatory genes using machine learning.

  PMID 32329779 · PMC7293043 · Nucleic acids research · 2020 · 8 claims · 6 setups

  Has reproduction · 85

  ConSReg integrates expression, DAP-seq TF-DNA binding, and ATAC-seq open chromatin data into machine learning models to predict condition-specific regulatory genes

  arabidopsis zea bulk dap-seq atac-seq