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).

• An extensive evaluation of read trimming effects on Illumina NGS data analysis.

  PMID 24376861 · PMC3871669 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  Read trimming increases the quality and reliability of downstream NGS analyses (RNA-Seq mapping, SNP identification, genome assembly) while reducing execution time and computational resources.

  homo arabidopsis prunus saccharomyces rna-seq snp novo

• Identification of Key Differentially Expressed Genes in Arabidopsis thaliana Under Short- and Long-Term High Light Stress.

  PMID 40869111 · PMC12386182 · International journal of molecular sciences · 2025 · 7 claims · 5 setups

  Has reproduction · 75

  Short- and long-term HL responses in Arabidopsis leaves are driven by distinct transcriptional programs, with duration of HL treatment as the primary factor separating transcriptomic clusters.

  arabidopsis bulk hierarchical correlation

• 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

• Foster thy young: enhanced prediction of orphan genes in assembled genomes.

  PMID 34928390 · PMC9023268 · Nucleic acids research · 2022 · 7 claims · 8 setups

  Has reproduction · 84

  Each of the five gene-prediction pipelines under-predicts orphan genes, with detection as low as 11% under one prediction scenario.

  arabidopsis saccharomyces oryza direct braker maker

• A2TEA: Identifying trait-specific evolutionary adaptations.

  PMID 37224329 · PMC10186066 · F1000Research · 2022 · 8 claims · 7 setups

  Has reproduction · 90

  A2TEA integrates gene family expansion analysis with differential expression data across species to identify genes that were targets of evolutionary adaptation to a given stress/treatment

  user-provided multi-species genes sequences rna-seq orthologous phylogenetic

• Exploring microproteins from various model organisms using the mip-mining database.

  PMID 37919660 · PMC10623795 · BMC genomics · 2023 · 5 claims · 4 setups

  Has reproduction · 85

  Mip-mining is a database of 336 curated RNA-seq datasets from 8626 samples across nine species, built specifically to explore microprotein functions under stress and disease conditions

  nine cerevisiae thaliana bulk transcriptome growth

• Identification of key genes in chickpea transcriptomics and the development of ChickpeaOmicsR as a comprehensive resource to advance breeding and genomic studies.

  PMID 41909810 · PMC13022592 · Frontiers in bioinformatics · 2026 · 8 claims · 4 setups

  Has reproduction · 56

  ChickpeaOmicsR is the first comprehensive/specialized R package integrating transcriptomic, genomic, and proteomic (RNA-seq, GWAS, PPI) data within a unified, reproducible framework and standardizing fragmented chickpea gene nomenclature.

  cicer chickpea icarda bulk gene protein-protein

• GEMmaker: process massive RNA-seq datasets on heterogeneous computational infrastructure.

  PMID 35501696 · PMC9063052 · BMC bioinformatics · 2022 · 6 claims · 3 setups

  Has reproduction · 67

  GEMmaker, an nf-core compliant Nextflow workflow, can quantify gene expression from small to massive RNA-seq datasets while remaining reproducible via versioned containerized software.

  oryza arabidopsis generic rna-seq workflow

• Comparing time series transcriptome data between plants using a network module finding algorithm.

  PMID 31164912 · PMC6544932 · Plant methods · 2019 · 8 claims · 6 setups

  Has reproduction · 59

  Converting time-series expression data into co-expression networks and applying network module finding (OrthoClust) enables cross-species comparison without requiring one-to-one developmental stage mapping.

  soybean arabidopsis combined module reciprocal time-series cross-species

• Analysis of a photosynthetic cyanobacterium rich in internal membrane systems via gradient profiling by sequencing (Grad-seq).

  PMID 33793824 · PMC8136920 · The Plant cell · 2021 · 8 claims · 6 setups

  Has reproduction · 100

  Grad-seq resolves complexes with overlapping subunits, such as CpcG1-type versus CpcL-type phycobilisomes or PsaK1 versus PsaK2 photosystem I (pre)complexes, validating the approach.

  synechocystis gradient proteins grad-seq grad-seq denaturing sds-polyacrylamide

• Systematic analysis of CNGCs in cotton and the positive role of GhCNGC32 and GhCNGC35 in salt tolerance.

  PMID 35931984 · PMC9356423 · BMC genomics · 2022 · 7 claims · 8 setups

  Has reproduction

  114 CNGC genes were identified across 4 cotton species (G. arboreum 20, G. raimondii 20, G. hirsutum 38, G. barbadense 36), clustering into 5 groups (I, II, III, IVa, IVb).

  plant cotton hirsutum ghcngc genome-wide phylogenetic conserved

• Genome-wide identification and characterization of germin-like protein family in Brassica juncea reveals their role against biotic stress.

  PMID 41327045 · PMC12763953 · BMC plant biology · 2025 · 8 claims · 8 setups

  Has reproduction · 58

  102 GLPs were identified in B. juncea, 51 in B. nigra, and 48 in B. rapa via genome-wide in-silico analysis

  juncea bjuglps bjuglp glp genome-wide phylogenetic motif