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).
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Full-text index only
Targeted next-generation sequencing of a cancer transcriptome enhances detection of sequence variants and novel fusion transcripts.
PMID 19835606 · PMC2784330 · Genome biology · 2009 · 7 claims · 2 setups
Hybrid selection of cDNA dramatically increases the specificity of sequencing reads mapping to targeted cancer-related transcripts.
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Has reproduction · 80
Enhanced Bioremediation Potential of Shewanella decolorationis RNA Polymerase Mutants and Evidence for Novel Azo Dye Biodegradation Pathways.
PMID 35391736 · PMC8981235 · Frontiers in microbiology · 2022 · 8 claims · 8 setups
Unbiased RNAP (rpoB) mutation screening via rifampicin resistance is an effective method to obtain bacterial mutants with enhanced bioremediation activity
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Has reproduction · 32
Developing prognostic gene panel of survival time in lung adenocarcinoma patients using machine learning.
PMID 35117753 · PMC8799101 · Translational cancer research · 2020 · 8 claims · 5 setups
Naïve Bayes using a 22-gene panel is the best-performing and most stable machine learning model for predicting LUAD survival time (>3 vs <3 years)
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Has reproduction · 44
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
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
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Has reproduction · 49
Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.
PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups
ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC
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Has reproduction · 84
Integrative Transcriptomic and Evolutionary Analysis of Drought and Heat Stress Responses in Solanum tuberosum and Solanum lycopersicum.
PMID 41470732 · PMC12736803 · Plants (Basel, Switzerland) · 2025 · 7 claims · 8 setups
Drought and heat stress induce coordinated transcriptional reprogramming in potato and tomato: induction of molecular chaperone activity, oxidative stress responses, and immune signaling, with repression of photosynthetic and primary metabolic pathways reflecting energy reallocation.
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Has reproduction · 53
Blood RNA signature RISK4LEP predicts leprosy years before clinical onset.
PMID 34090257 · PMC8182229 · EBioMedicine · 2021 · 8 claims · 6 setups
1,613 genes were differentially expressed in leprosy progressors before diagnosis (t=1) compared to household contacts.
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Has reproduction · 81
Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.
PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups
SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains
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Has reproduction · 64
Early life-stage thermal resilience is determined by climate-linked regulatory variation.
PMID 41505517 · PMC12799179 · Proceedings of the National Academy of Sciences of the United States of America · 2026 · 8 claims · 8 setups
Embryonic heat tolerance in D. melanogaster is determined by climate-linked regulatory genetic variation at loci on chromosomes 2R and X
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Has reproduction · 68
Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.
PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 8 claims · 7 setups
CEP120 and SPDL1 were identified as diagnostic genes for IDD using a random forest model
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Has reproduction · 59
Comparison between short-term stress and long-term adaptive responses reveal common paths to molecular adaptation.
PMID 35243257 · PMC8873613 · iScience · 2022 · 8 claims · 7 setups
Short-term stress and long-term adaptations share common metabolic pathways
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Has reproduction · 90
Inferring a spatial code of cell-cell interactions across a whole animal body.
PMID 36395331 · PMC9714814 · PLoS computational biology · 2022 · 8 claims · 6 setups
cell2cell computes cell-cell interaction (CCI) potential using a novel modified Bray-Curtis score based on complementary coexpression of ligand-receptor pairs between cells
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Has reproduction · 75
Dynamic reversal of random X-Chromosome inactivation during iPSC reprogramming.
PMID 31515287 · PMC6771397 · Genome research · 2019 · 7 claims · 6 setups
XCR during iPSC reprogramming is hierarchical, with distinct subsets of X-linked genes reactivating early, intermediate, late, and very late
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Has reproduction · 71
Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.
PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 8 claims · 8 setups
AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)
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Has reproduction · 73
A gene signature related to programmed cell death to predict immunotherapy response and prognosis in colon adenocarcinoma.
PMID 39950044 · PMC11823652 · PeerJ · 2025 · 8 claims · 8 setups
COAD patients can be divided into two molecular subtypes (S1, S2) based on 21 prognostic PCD-related genes, with S1 showing worse prognosis and immunosuppressive microenvironment, S2 showing better prognosis and stronger anti-tumor immunity
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Has reproduction
The impact of haplotypes derived from Chinese pigs on genetic variation and economic traits in the Duroc breed.
PMID 41131451 · PMC12551222 · Genetics, selection, evolution : GSE · 2025 · 8 claims · 8 setups
Significant genetic introgression from Chinese pigs into commercial European pig lines is confirmed using SNP chip and resequencing data.
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Has reproduction · 52
Social complexity, life-history and lineage influence the molecular basis of castes in vespid wasps.
PMID 36828829 · PMC9958023 · Nature communications · 2023 · 8 claims · 7 setups
A shared genetic toolkit of caste-associated genes exists across vespid wasp species spanning different levels of social complexity
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Has reproduction · 84
Deep transcriptomics reveals cell-specific isoforms of pan-neuronal genes.
PMID 40379625 · PMC12084633 · Nature communications · 2025 · 8 claims · 5 setups
Pan-neuronal genes (expressed in many/all neurons) harbor highly cell-specific splice variants/isoforms restricted to single or few neuron types.
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Has reproduction · 100
Intra-Host Co-Existing Strains of SARS-CoV-2 Reference Genome Uncovered by Exhaustive Computational Search.
PMID 37243151 · PMC10224212 · Viruses · 2023 · 8 claims · 7 setups
An exhaustive-search workflow can recover intra-host co-existing SARS-CoV-2 strains from the reference-genome read set (SRR11092062) that de Bruijn-graph assemblers discard.
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Has reproduction · 67
Sequencing mRNA from cryo-sliced Drosophila embryos to determine genome-wide spatial patterns of gene expression.
PMID 23951250 · PMC3741199 · PloS one · 2013 · 8 claims · 8 setups
Cryosectioning single blastoderm-stage D. melanogaster embryos along the A–P axis and sequencing mRNA from each slice yields reliable genome-wide spatial expression patterns.