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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Has reproduction · 93
Extensive transgressive gene expression in testis but not ovary in the homoploid hybrid Italian sparrow.
PMID 35726533 · PMC9542029 · Molecular ecology · 2022 · 7 claims · 8 setups
Italian sparrow testis exhibits extensive transgressive gene expression relative to both parental species
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Has reproduction · 75
Cross-species comparative hippocampal transcriptomics in Alzheimer's disease.
PMID 38292167 · PMC10824791 · iScience · 2024 · 8 claims · 7 setups
All three mouse models (hAβ-KI, 5xFAD, APP/PS1) share more differentially expressed genes, GO biological processes, and KEGG pathways with LOAD than with EOAD patients.
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Has reproduction · 56
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
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.
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Has reproduction · 91
De Novo Assembly and Annotation of the Larval Transcriptome of Two Spadefoot Toads Widely Divergent in Developmental Rate.
PMID 31217263 · PMC6686947 · G3 (Bethesda, Md.) · 2019 · 8 claims · 8 setups
De novo transcriptome assemblies were generated for larval P. cultripes and S. couchii, providing new genomic resources for spadefoot toads
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Has reproduction · 70
Bulk and single-cell characterisation of the immune heterogeneity of atherosclerosis identifies novel targets for immunotherapy.
PMID 36855107 · PMC9974063 · BMC biology · 2023 · 8 claims · 8 setups
Integration of scRNA-seq datasets from human atherosclerosis samples identifies 28 distinct immune cell subpopulations with heterogeneity in tissue preference, genetics, function, immune dynamics, transcriptional regulators, metabolism, and cell communication.
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Has reproduction · 45
De novo transcriptomic analysis of leaf and fruit tissue of Cornus officinalis using Illumina platform.
PMID 29451882 · PMC5815590 · PloS one · 2018 · 7 claims · 7 setups
This is the first de novo transcriptomic analysis of Cornus officinalis, providing fundamental gene and biosynthetic pathway information.
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Has reproduction · 92
Similarities and Differences in Gene Expression Networks Between the Breast Cancer Cell Line Michigan Cancer Foundation-7 and Invasive Human Breast Cancer Tissues.
PMID 34056582 · PMC8155268 · Frontiers in artificial intelligence · 2021 · 8 claims · 8 setups
MCF-7 cell lines and human breast cancer tissues share only minimal similarity in biological processes, though fundamental functions such as cell cycle are conserved
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Has reproduction · 85
Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.
PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups
Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) were identified for HCM by intersecting DEGs with MR-derived HCM-associated eQTLs.
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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 · 7 claims · 7 setups
CEP120 and SPDL1 are fibrosis-related diagnostic genes for IDD, identified via a random forest model from 29 differentially expressed fibrosis-related genes
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Has reproduction · 84
Elucidating the Prognostic and Therapeutic Implications of Insulin Resistance Genes in Breast Cancer: A Machine Learning-Powered Analysis.
PMID 40427728 · PMC12109394 · Biology · 2025 · 8 claims · 8 setups
A seven-gene IRG prognostic signature (LIFR, EZR, TBC1D4, NSF, RPL5, SAA1, PGK1) predicts overall survival in breast cancer across training and four validation cohorts
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Has reproduction · 75
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
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.
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Has reproduction · 93
Integrated bioinformatics analysis screened the key genes and pathways of idiopathic pulmonary fibrosis.
PMID 40280949 · PMC12032202 · Scientific reports · 2025 · 8 claims · 8 setups
5328 differentially expressed transcripts (4083 genes) were identified in GSE173355 by limma, with 4012 transcripts (3206 genes) confirmed by both limma and edgeR (logFC>1, FDR<0.05)
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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 · 49
Interplay between Non-Coding RNA Transcription, Stringent/Relaxed Phenotype and Antibiotic Production in Streptomyces ambofaciens.
PMID 34438997 · PMC8388888 · Antibiotics (Basel, Switzerland) · 2021 · 8 claims · 5 setups
The S. ambofaciens ATCC 23877 transcriptome was redefined from RNAseq data into 5587 transcriptional units (4433 monocistronic, 1154 polycistronic) covering 90.8% of the linear chromosome
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Has reproduction · 32
Identifying COVID-19-Specific Transcriptomic Biomarkers with Machine Learning Methods.
PMID 34307679 · PMC8272456 · BioMed research international · 2021 · 7 claims · 2 setups
A pipeline combining Boruta and mRMR feature selection with incremental feature selection (IFS) was used to identify COVID-19-specific transcriptomic biomarkers from blood gene expression data.
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Has reproduction · 63
RummaGEO: Automatic mining of human and mouse gene sets from GEO.
PMID 39569206 · PMC11573963 · Patterns (New York, N.Y.) · 2024 · 8 claims · 7 setups
RummaGEO is a gene expression signature search engine built from automatically mined human and mouse RNA-seq perturbation studies in GEO
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Has reproduction · 73
Exploring the prognostic and diagnostic value of lactylation-related genes in sepsis.
PMID 39367086 · PMC11452377 · Scientific reports · 2024 · 8 claims · 7 setups
Intersecting sepsis-associated differentially expressed genes with a curated list of 332 lactylation genes yields 55 sepsis-related lactylation genes.
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Has reproduction · 51
A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.
PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups
An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73
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Has reproduction · 49
Integration of Transcriptomics With Interpretable Artificial Intelligence for Identifying Molecular Signatures of Physiological Stress in Sleep Deprivation.
PMID 42216239 · PMC13240488 · Journal of cellular and molecular medicine · 2026 · 8 claims · 8 setups
S100A3 is a robust candidate biomarker showing consistent discriminatory performance across the acute sleep deprivation training cohort, an independent sleep deprivation cohort, and a chronic insomnia cohort.
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Has reproduction · 57
Diapause vs. reproductive programs: transcriptional phenotypes in a keystone copepod.
PMID 33782539 · PMC8007741 · Communications biology · 2021 · 8 claims · 7 setups
t-SNE clustering of all-gene expression data groups field-collected (diapause program) samples into one cluster while early and late culture (reproductive program) samples separate into two distinct phenotypes