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).

• Hierarchical classification-based pan-cancer methylation analysis to classify primary cancer.

  PMID 38066424 · PMC10709847 · BMC bioinformatics · 2023 · 8 claims · 5 setups

  Has reproduction · 83

  CHCT, a hierarchical classification tool, splits classification of 30 cancer types into ten smaller subproblems using a two-tier architecture to classify primary cancer by methylation profile

  cancer clinical training independent methylation upgma random

• Detecting aberrant DNA methylation in Illumina DNA methylation arrays: a toolbox and recommendations for its use.

  PMID 37218167 · PMC10208159 · Epigenetics · 2023 · 8 claims · 7 setups

  Has reproduction · 73

  Probe-specific upper and lower thresholds for flagging aberrant DNA methylation can be derived from a reference database of >2,000 normal and tumour-adjacent normal samples spanning 25 tissue types.

  blood tcga gse40279 most illumina supervised unsupervised

• Comparative transcriptome analysis of tomato (Solanum lycopersicum) in response to exogenous abscisic acid.

  PMID 24289302 · PMC4046761 · BMC genomics · 2013 · 8 claims · 7 setups

  Has reproduction · 63

  Exogenous ABA alters the expression of a majority (54.73%) of expressed tomato leaf transcripts, with 2,787 significantly differentially expressed genes, predominantly up-regulated.

  tomato assembled illumina read functional

• Comprehensive transcriptome study to develop molecular resources of the copepod Calanus sinicus for their potential ecological applications.

  PMID 24982883 · PMC4055022 · BioMed research international · 2014 · 8 claims · 8 setups

  Has reproduction · 61

  Illumina RNA-Seq with Trinity de novo assembly produced a C. sinicus transcriptome of 69,751 contigs (average 928.8 bp, N50 1,127 bp) from 58.9 million reads.

  calanus sinicus genomic rna-seq novo sequence

• Transcriptome analysis provides insights into the regulatory function of alternative splicing in antiviral immunity in grass carp (Ctenopharyngodon idella).

  PMID 26248502 · PMC4528194 · Scientific reports · 2015 · 8 claims · 8 setups

  Has reproduction · 70

  AS events, including differentially-expressed-transcript-containing genes (DETs), are ubiquitous in head-kidney and spleen transcriptomes of C. idella

  head-kidney idella assembled il-12p40α rna-seq rt-qpcr pcr

• Integrated analysis of genetic and proteomic data identifies biomarkers associated with adverse events following smallpox vaccination.

  PMID 18923431 · PMC2692715 · Genes and immunity · 2009 · 7 claims · 6 setups

  Full-text index only

  A two-stage strategy (Random Forest filtering followed by decision tree modeling) can integrate categorical genetic and continuous proteomic data to identify biomarkers of AE risk

  ebv-transformed serum combined rf-filtered snp serum random

• Accurate prediction of metagenome-assembled genome completeness by MAGISTA, a random forest model built on alignment-free intra-bin statistics.

  PMID 35248155 · PMC8898458 · Environmental microbiome · 2022 · 7 claims · 7 setups

  Has reproduction · 83

  MAGISTA, a random forest model built on alignment-free intra-bin distance-distribution statistics, can estimate MAG completeness and purity without relying on reference marker genes.

  pooled hc227 contig sets shotgun novo alignment-free

• Specific Marker Gene Analysis for Primary Central Nervous System Lymphoma Based on Methylation Difference and Development of Detection Primers.

  PMID 41097902 · PMC12528802 · Brain and behavior · 2025 · 6 claims · 6 setups

  Has reproduction · 62

  RHEB promoter hypermethylation is a PCNSL-specific biomarker distinguishing PCNSL from other CNS diseases.

  datasets cns tcga gdc 450k rrbs roc

• Genome-Wide Survey and Development of the First Microsatellite Markers Database (AnCorDB) in Anemone coronaria L.

  PMID 35328546 · PMC8949970 · International journal of molecular sciences · 2022 · 8 claims · 8 setups

  Has reproduction · 55

  Generated the first draft genome assembly of A. coronaria by Illumina sequencing a haploid androgenetic plant

  haploid mistral assembled masked whole-genome k-mer genome-wide

• Discovery and characterization of Alu repeat sequences via precise local read assembly.

  PMID 26503250 · PMC4666360 · Nucleic acids research · 2015 · 7 claims · 8 setups

  Has reproduction · 69

  Combining Alu-supporting read detection (RetroSeq) with local de novo assembly (CAP3) reconstructs the full sequence of non-reference Alu insertions from Illumina paired-end WGS reads

  hgdp insertion-supporting candidate assembled genome discordant novo

• MEDUSA: A Pipeline for Sensitive Taxonomic Classification and Flexible Functional Annotation of Metagenomic Shotgun Sequences.

  PMID 35330728 · PMC8940201 · Frontiers in genetics · 2022 · 6 claims · 6 setups

  Has reproduction · 50

  MEDUSA is an automated, Conda-installable and Snakemake-managed pipeline performing preprocessing, assembly, alignment, taxonomic classification, and functional annotation on shotgun data.

  bovine simulated cami trimming decontamination assembly

• An OMICs-based meta-analysis to support infection state stratification.

  PMID 33560295 · PMC8388022 · Bioinformatics (Oxford, England) · 2021 · 7 claims · 6 setups

  Has reproduction · 44

  Multi-class machine learning models built from cross-platform microarray meta-analysis can distinguish bacterial, viral and no-infection states with high accuracy (best model: 93% bacterial, 89% viral correct).

  blood merged affymetrix-optimized gene feature out-of-sample

• Population structure analysis of Salmonella serovar Muenchen to redefine geno-serotyping using genome indexing approaches.

  PMID 41743541 · PMC12929376 · Frontiers in microbiology · 2025 · 6 claims · 6 setups

  Has reproduction · 54

  Integrating genome-indexing (bettercallsal, DNA sketching + genome proximity) with SeqSero2 yields complementary serovar calls that improve discrimination of genomically distinct but antigenically similar serovars while retaining historical nomenclature

  salmonella megahit-assembled genome genome-indexing in-silico cgmlst

• annotate_my_genomes: an easy-to-use pipeline to improve genome annotation and uncover neglected genes by hybrid RNA sequencing.

  PMID 36472574 · PMC9724561 · GigaScience · 2022 · 7 claims · 8 setups

  Has reproduction · 78

  annotate_my_genomes is an easy-to-use genome-guided pipeline that uses hybrid (PacBio+Illumina) assembled transcripts to distinguish coding genes from long non-coding RNAs and reconcile them with prior annotations.

  chick real simulated pacbio illumina hybrid

• Chromosome-scale genome sequencing, assembly and annotation of six genomes from subfamily Leishmaniinae.

  PMID 34489462 · PMC8421402 · Scientific data · 2021 · 8 claims · 8 setups

  Has reproduction · 92

  Chromosome-scale genomes of six Leishmaniinae species (five L. (Mundinia) species and one Porcisia species) were sequenced, assembled and annotated, providing genome, proteome, transcriptome and GFF outputs for taxa previously lacking public reference genomes

  six same polished each nanopore illumina novo

• GenTB: A user-friendly genome-based predictor for tuberculosis resistance powered by machine learning.

  PMID 34461978 · PMC8407037 · Genome medicine · 2021 · 8 claims · 6 setups

  Has reproduction · 78

  GenTB is a free, open, web-based application offering two ML predictors (Random Forest and WDNN) that predict resistance to 13 and 10 anti-TB drugs, respectively.

  clinical tuberculosis registered whole-genome targeted retraining

• nf-core/mag: a best-practice pipeline for metagenome hybrid assembly and binning.

  PMID 35118380 · PMC8808542 · NAR genomics and bioinformatics · 2022 · 8 claims · 7 setups

  Has reproduction · 100

  nf-core/mag is a Nextflow/nf-core pipeline for hybrid metagenome assembly, binning and taxonomic classification of MAGs.

  simulated assembled mags raw metagenomic novo genome

• The selection of software and database for metagenomics sequence analysis impacts the outcome of microbial profiling and pathogen detection.

  PMID 37027361 · PMC10081788 · PloS one · 2023 · 7 claims · 7 setups

  Has reproduction · 86

  Obtaining an accurate species-level microbial profile using current direct-read metagenomics profiling software is still a challenging task.

  simulated kidney biological extracted shotgun taxonomic pathogen

• What the Phage: a scalable workflow for the identification and analysis of phage sequences.

  PMID 36399058 · PMC9673492 · GigaScience · 2022 · 8 claims · 7 setups

  Has reproduction · 76

  WtP combines 11 tools (14 approaches) for phage prediction in a parallel, containerized Nextflow workflow

  assembled illumina phage-predicted predicted multitool metagenome gene

• SnakeMAGs: a simple, efficient, flexible and scalable workflow to reconstruct prokaryotic genomes from metagenomes.

  PMID 36875992 · PMC9978240 · F1000Research · 2022 · 7 claims · 8 setups

  Has reproduction · 67

  SnakeMAGs is a simple, efficient, flexible and scalable Snakemake workflow that processes Illumina reads from raw data to MAG classification and relative abundance estimation

  publicly bins quality-filtered assembled workflow genome megahit