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).

• Validation of reverse phase protein array for practical screening of potential biomarkers in serum and plasma: accurate detection of CA19-9 levels in pancreatic cancer.

  PMID 18615426 · PMC2992687 · Proteomics · 2008 · 8 claims · 6 setups

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  RPPA-measured CA19-9 levels correlate strongly with ELISA-measured levels in the same patient samples

  serum same pancreatic candidate reverse elisa rppa

• Validation of analytic methods for biomarkers used in drug development.

  PMID 18829475 · PMC2744124 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2008 · 8 claims · 8 setups

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  Analytical method validation (assessing assay performance/reproducibility) is a distinct process from clinical qualification (linking a biomarker to biological processes and clinical endpoints), though the two are intertwined.

  specified biological cancer-associated biofluids immunohistochemistry immunoassay microarray

• Workflow sharing with automated metadata validation and test execution to improve the reusability of published workflows.

  PMID 36810800 · PMC9944229 · GigaScience · 2022 · 8 claims · 5 setups

  Has reproduction · 50

  Yevis is a system that builds a workflow registry which automatically validates and tests workflows prior to publication, ensuring they are 'reusable with confidence'.

  github submitter's zenodo yevis-based workflow file trs

• CanPredict: a computational tool for predicting cancer-associated missense mutations.

  PMID 17537827 · PMC1933186 · Nucleic acids research · 2007 · 8 claims · 7 setups

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  CanPredict is a web application providing public access to a random forest classifier that combines SIFT, LogR.E-value, and GOSS scores to predict whether a missense mutation is cancer-associated

  missense observed sjoblom refseq cross-validation recurrence comparative

• SNP selection for genes of iron metabolism in a study of genetic modifiers of hemochromatosis.

  PMID 18366708 · PMC2289803 · BMC medical genetics · 2008 · 7 claims · 6 setups

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  Illumina validation/design scores above 0.6 are not strongly correlated with actual SNP genotyping performance (Gentrain score)

  randomly heirs seattlesnps african resequencing genome-wide tag

• Genomic data sampling and its effect on classification performance assessment.

  PMID 12553886 · PMC149349 · BMC bioinformatics · 2003 · 8 claims · 3 setups

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  Cross-validation, leave-one-out, and bootstrap are designed to reduce bias and variance in accuracy estimation from small samples.

  leukemia srbct splice-junction supervised

• SOP3v2: web-based selection of oligonucleotide primer trios for genotyping of human and mouse polymorphisms.

  PMID 15980532 · PMC1160243 · Nucleic acids research · 2005 · 7 claims · 3 setups

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  SOP 3 v2 is a web-based application that outputs recommended forward/reverse PCR primers plus a sequencing primer optimized for sequence-based genotyping of human and mouse polymorphisms

  genomic ncbi laboratory primer genomic

• nsSNPAnalyzer: identifying disease-associated nonsynonymous single nucleotide polymorphisms.

  PMID 15980516 · PMC1160133 · Nucleic acids research · 2005 · 6 claims · 4 setups

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  nsSNPAnalyzer is a web server that predicts whether a query nsSNP is disease-associated or functionally neutral using a Random Forest classifier combining structural and evolutionary information

  curated homologous structure random structural secondary

• NCBI Reference Sequence (RefSeq): a curated non-redundant sequence database of genomes, transcripts and proteins.

  PMID 15608248 · PMC539979 · Nucleic acids research · 2005 · 7 claims · 5 setups

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  RefSeq provides a curated, non-redundant, explicitly linked collection of genomic, transcript and protein sequences spanning prokaryotes, eukaryotes and viruses.

  refseq honey sequence computational conserved

• Ensembl 2005.

  PMID 15608235 · PMC540092 · Nucleic acids research · 2005 · 8 claims · 4 setups

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  Ensembl's automatic gene build system can flexibly and reliably annotate a wide variety of genomes with limited species-specific evidence.

  chicken genomes vertebrate annotated experimental gene pairwise

• Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.

  PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups

  Has reproduction · 51

  A 15-gene immune infiltration-related signature (IRS) predicts overall survival in breast cancer, with higher IRS indicating worse prognosis

  tcga metabric geo breast immune bulk microarray

• Discovery and validation of molecular patterns and immune characteristics in the peripheral blood of ischemic stroke patients.

  PMID 38650649 · PMC11034498 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 83

  188 differentially expressed genes (DEGs) between IS and control blood samples were identified and enriched in immune-related biological pathways

  blood degs peripheral hub microarray kegg cibersort

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 7 claims · 6 setups

  Has reproduction · 77

  SurvConvMixer reformats KEGG Pathways-in-Cancer gene expression values into pathway-level 2D gene expression images and applies a ConvMixer-based model for overall survival prediction

  luad lung bulk gene machine

• CanCellCap: robust cancer cell capture across tissue types on single-cell RNA-seq data by multi-domain learning.

  PMID 40739511 · PMC12312500 · BMC biology · 2025 · 8 claims · 8 setups

  Has reproduction · 42

  CanCellCap, a multi-domain learning framework integrating domain adversarial learning and Mixture of Experts, identifies cancer cells across all tissues, cancers, and sequencing platforms by extracting tissue-common and tissue-specific gene expression patterns.

  testing datasets tisch2 prostate scrna-seq simulated spatial

• nf-rnaSeqCount: A Nextflow pipeline for obtaining raw read counts from RNA-seq data.

  PMID 35574063 · PMC9097006 · South African computer journal = Suid-Afrikaanse rekenaartydskrif · 2021 · 7 claims · 5 setups

  Has reproduction · 95

  nf-rnaSeqCount is a portable, reproducible Nextflow pipeline that maps RNA-seq reads to a reference genome and quantifies gene abundance for differential expression analysis

  black geo rna-seq rna-seq benchmarking quality

• GAVISUNK: genome assembly validation via inter-SUNK distances in Oxford Nanopore reads.

  PMID 36321867 · PMC9805576 · Bioinformatics (Oxford, England) · 2023 · 7 claims · 4 setups

  Has reproduction · 67

  GAVISUNK is an open-source pipeline that validates phased diploid HiFi assemblies by assessing concordance of inter-SUNK distances against orthogonal Oxford Nanopore (ONT) reads.

  chm13 chm1 hg02723 genome sunk haplotype

• VIRGO: computational prediction of gene functions.

  PMID 16845022 · PMC1538839 · Nucleic acids research · 2006 · 8 claims · 6 setups

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  VIRGO constructs a functional linkage network (FLN) from gene expression and molecular interaction data, labels genes with GO annotations, and propagates these labels to predict functions of unlabelled genes

  cerevisiae sapiens leave-one-out gene protein-protein

• InSite: a computational method for identifying protein-protein interaction binding sites on a proteome-wide scale.

  PMID 17868464 · PMC2375030 · Genome biology · 2007 · 8 claims · 8 setups

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  InSite predicts protein-pair-specific binding motifs ('Motif M on protein A binds to protein B') by integrating heterogeneous PPI and motif-motif interaction evidence within a Bayesian network trained by EM

  saccharomyces homo bank computational yeast tandem

• SNAP: predict effect of non-synonymous polymorphisms on function.

  PMID 17526529 · PMC1920242 · Nucleic acids research · 2007 · 7 claims · 8 setups

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  SNAP, a neural network-based method using sequence-derived information, predicts whether a non-synonymous SNP is neutral or non-neutral for protein function

  combined escherichia bacteriophage hiv-1 neural benchmark comparative

• Genome-wide identification of specific oligonucleotides using artificial neural network and computational genomic analysis.

  PMID 17518996 · PMC1892811 · BMC bioinformatics · 2007 · 7 claims · 4 setups

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  The IAB algorithm (integration of ANN and BLAST) identifies genome-wide specific oligos much faster than pure BLAST search while maintaining comparable success rate and cross homology

  tigr xanthomonas xcc ann wu-blast whole-genome