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 · 59
Application of Machine Learning in Predicting Hepatic Metastasis or Primary Site in Gastroenteropancreatic Neuroendocrine Tumors.
PMID 37887568 · PMC10605255 · Current oncology (Toronto, Ont.) · 2023 · 8 claims · 7 setups
Multi-gene random forest models classify primary tumor vs. liver metastasis samples with 100% accuracy in training/test cohorts and >90% accuracy in an independent validation cohort
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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 · 83
A temporal classifier predicts histopathology state and parses acute-chronic phasing in inflammatory bowel disease patients.
PMID 36694043 · PMC9873918 · Communications biology · 2023 · 8 claims · 7 setups
The DSS phenotype-by-time interaction defines parsimonious temporal (dynamic) expression and splicing signatures of acute and chronic colitis distinct from time-specific differential expression.
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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 · 53
Blood RNA signature RISK4LEP predicts leprosy years before clinical onset.
PMID 34090257 · PMC8182229 · EBioMedicine · 2021 · 7 claims · 5 setups
A 4-gene blood RNA signature (RISK4LEP: MT-ND2, REX1BD, TPGS1, UBC) predicts leprosy development 4–61 months before clinical diagnosis
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Has reproduction · 88
Severe COVID-19 Shares a Common Neutrophil Activation Signature with Other Acute Inflammatory States.
PMID 35269470 · PMC8909161 · Cells · 2022 · 7 claims · 7 setups
COVID-19 and HLH share immunological pathways, yielding 237 common up-regulated DEGs dominated by cytokine/chemokine signaling and neutrophil-mediated immune responses.
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Has reproduction · 85
A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.
PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups
EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)
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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
Predicting favorable landing pads for targeted integrations in Chinese hamster ovary cell lines by learning stability characteristics from random transgene integrations.
PMID 33304461 · PMC7710658 · Computational and structural biotechnology journal · 2020 · 7 claims · 6 setups
Expression stability in CHO cell lines is controlled at three levels: choice of integration site, integrity/concatemerization pattern of the transgene, and stress-related cellular processes.
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Has reproduction · 68
Molecular subtype of recurrent implantation failure reveals distinct endometrial etiology of female infertility.
PMID 40660214 · PMC12257665 · Journal of translational medicine · 2025 · 8 claims · 8 setups
RIF endometrial samples segregate into two reproducible molecular subtypes: an immune-driven subtype (RIF-I) and a metabolic-driven subtype (RIF-M)
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Has reproduction · 83
Transcription-coupled and epigenome-encoded mechanisms direct H3K4 methylation.
PMID 35953471 · PMC9372134 · Nature communications · 2022 · 8 claims · 8 setups
ATX1, ATX2, and ATXR7 redundantly mediate H3K4 monomethylation genome-wide
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Has reproduction · 96
Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.
PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups
Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.
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Has reproduction · 85
Distinct sympathetic projections to brown fat regulate thermogenesis and glucose tolerance.
PMID 41559445 · PMC12945688 · Nature metabolism · 2026 · 8 claims · 8 setups
Distinct sympathetic neuron subpopulations in the stellate ganglion (SG) innervating iBAT parenchyma versus its vasculature mediate separable functions of the depot.