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 · 66
STAT3-dependent analysis reveals PDK4 as independent predictor of recurrence in prostate cancer.
PMID 32323921 · PMC7178451 · Molecular systems biology · 2020 · 6 claims · 4 setups
Low STAT3 expression in primary prostate cancer is associated with up-regulated OXPHOS and ribosomal biosynthesis at the transcriptomic level.
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Has reproduction · 73
FRMD8 inhibits tumor metastasis in BRCA1-associated TNBC by negatively regulating tmTNF-α.
PMID 40619383 · PMC12229025 · Cellular & molecular biology letters · 2025 · 8 claims · 8 setups
Low FRMD8 expression in BRCA1-mutant breast cancer cells significantly enhances metastatic potential to various organs
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Has reproduction · 43
Integration of Dual Stress Transcriptomes and Major QTLs from a Pair of Genotypes Contrasting for Drought and Chronic Nitrogen Starvation Identifies Key Stress Responsive Genes in Rice.
PMID 34089405 · PMC8179884 · Rice (New York, N.Y.) · 2021 · 8 claims · 7 setups
N22 performs better under dual (low N + low water) stress owing to better root architecture, chlorophyll/porphyrin synthesis and oxidative stress management
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Has reproduction · 78
Evaluating Distribution and Prognostic Value of New Tumor-Infiltrating Lymphocytes in HCC Based on a scRNA-Seq Study With CIBERSORTx.
PMID 33043022 · PMC7527443 · Frontiers in medicine · 2020 · 5 claims · 6 setups
CIBERSORTx can combine scRNA-seq-derived signatures with bulk HCC transcriptomes to estimate proportions of 11 TIL subsets and infer cell-type-specific gene expression.
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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 · 71
Developing a novel immune infiltration-associated mitophagy prediction model for amyotrophic lateral sclerosis using bioinformatics strategies.
PMID 38601155 · PMC11005030 · Frontiers in immunology · 2024 · 7 claims · 6 setups
An 18-gene mitophagy-related prognostic signature was identified by machine learning and used to build a prognostic risk score model for ALS.
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Has reproduction · 85
Exploring microproteins from various model organisms using the mip-mining database.
PMID 37919660 · PMC10623795 · BMC genomics · 2023 · 5 claims · 4 setups
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
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Has reproduction · 77
Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.
PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups
457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis
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Has reproduction · 90
Stemness genes and miR-1247-3p expression associate with clinicopathological parameters and prognosis in lung adenocarcinoma.
PMID 37948380 · PMC10637681 · PloS one · 2023 · 6 claims · 7 setups
Three stem cell-related genes (ORC1L, KIF20A, DLGAP5) are differentially expressed in LUAD and correlate with altered immune infiltration and reduced patient survival.
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Has reproduction · 67
Optimal scaling of digital transcriptomes.
PMID 24223126 · PMC3819321 · PloS one · 2013 · 8 claims · 8 setups
Fifteen existing and novel transcript-count normalization algorithms can be compared with two novel, mutually independent metrics: the number of "uniform" genes (sufficiently low coefficient of variation after normalization) and low average Spearman correlation between normalized expression profiles of gene pairs.
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Has reproduction · 89
In vivo antiviral host transcriptional response to SARS-CoV-2 by viral load, sex, and age.
PMID 32898168 · PMC7478592 · PLoS biology · 2020 · 8 claims · 6 setups
SARS-CoV-2 infection induces a strong interferon-mediated antiviral response in the nasopharynx, up-regulating antiviral factors (OAS1-3, IFIT1-3, MX2, RSAD2, HERC5) and Th1 chemokines CXCL9/10/11, while down-regulating ribosomal protein transcripts.
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Has reproduction · 88
Constructing an APOBEC-related gene signature with predictive value in the overall survival and therapeutic sensitivity in lung adenocarcinoma.
PMID 37954334 · PMC10637964 · Heliyon · 2023 · 8 claims · 8 setups
APOBEC family genes are aberrantly expressed across cancers, with APOBEC3B the most consistently upregulated, and APOBEC3B/APOBEC3A are markedly altered in LUAD
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Has reproduction
Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.
PMID 39682743 · PMC11640164 · Cells · 2024 · 7 claims · 4 setups
Immune-activation-related T-cell populations (APA, TRM, stem-like, early/late dysfunctional T-cells) are more heavily infiltrated in ICI-responsive malignancies (melanoma, bladder) than in poorly responsive ones (ovarian, pancreatic).
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Has reproduction · 59
Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.
PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups
NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering
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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 · 73
ASTRA: a comprehensive resource of stress-induced transcriptional activity in human cell lines.
PMID 41263110 · PMC12807686 · Nucleic acids research · 2026 · 6 claims · 4 setups
ASTRA is a curated, open-access database cataloging standardized bulk RNA-seq transcriptomic responses to stress in human cell lines, organized into four stress categories (oxidative, hypoxia, heat shock, DNA damage).
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Has reproduction · 87
De Novo Transcriptome Meta-Assembly of the Mixotrophic Freshwater Microalga Euglena gracilis.
PMID 34072576 · PMC8227486 · Genes · 2021 · 6 claims · 8 setups
A consensus transcriptome assembled by combining reads from five independent studies is the most complete E. gracilis transcriptome released to date, outperforming the two previously available transcriptomes (GEFR01 and GDJR01).
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Has reproduction · 50
Polymorphism identification and improved genome annotation of Brassica rapa through Deep RNA sequencing.
PMID 25122667 · PMC4232532 · G3 (Bethesda, Md.) · 2014 · 8 claims · 8 setups
330,995 SNPs were identified in transcribed regions between B. rapa genotypes R500 and IMB211, at an average frequency of one SNP per 200 bases.
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Has reproduction · 93
Elucidation of the molecular responses to waterlogging in Jatropha roots by transcriptome profiling.
PMID 25520726 · PMC4251292 · Frontiers in plant science · 2014 · 8 claims · 8 setups
24 h of waterlogging significantly alters mRNA abundance of 1968 genes in Jatropha roots (931 up, 1037 down).
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Has reproduction · 91
A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.
PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups
DeClust is a reference profile-free deconvolution method that simultaneously deconvolves bulk tumor expression into cancer, immune, and stromal compartments and clusters samples into cancer cell-intrinsic molecular subtypes, outputting subtype-specific reference profiles for the cohort rather than for individuals.