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
Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.
PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups
The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance
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Has reproduction · 76
Exploration of the shared diagnostic genes and molecular mechanism between obesity and atherosclerosis via bioinformatic analysis.
PMID 39825072 · PMC11742665 · Scientific reports · 2025 · 8 claims · 8 setups
56 shared genes with consistent expression trend were identified between OB and AS by intersecting WGCNA key module genes with DEGs
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Has reproduction · 80
Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.
PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups
WGCNA identified 214 key genes in the blue module most correlated with LUAD
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Has reproduction · 49
LRP1 as a potential diagnostic and immunomodulatory target in endometriosis: evidence from multi-omics and single-cell analyses.
PMID 42064072 · PMC13124487 · Frontiers in immunology · 2026 · 7 claims · 8 setups
LRP1 is the top hub gene with the highest diagnostic performance for distinguishing ectopic from eutopic endometrium in EMS
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Has reproduction · 84
An integrated in silico-in vitro approach for identifying therapeutic targets against osteoarthritis.
PMID 36352408 · PMC9648005 · BMC biology · 2022 · 7 claims · 5 setups
A signal transduction/gene regulatory network model of the articular chondrocyte was built combining knowledge-based curation and data-driven (machine learning) network inference
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Has reproduction · 55
Identification of TYR, TYRP1, DCT and LARP7 as related biomarkers and immune infiltration characteristics of vitiligo via comprehensive strategies.
PMID 34107850 · PMC8806433 · Bioengineered · 2021 · 6 claims · 6 setups
TYR, TYRP1, DCT and LARP7 are biomarkers associated with vitiligo
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Has reproduction · 50
The molecular landscape of sepsis severity in infants: enhanced coagulation, innate immunity, and T cell repression.
PMID 38817614 · PMC11137207 · Frontiers in immunology · 2024 · 7 claims · 7 setups
Most published adult/other-cohort sepsis gene signatures have limited utility for infant sepsis; only 2 of 7 achieved >80% accuracy in infants
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Has reproduction · 50
STAT1 and IL-7 as potential diagnostic biomarkers for distinguishing high-grade from low-grade serous ovarian cancer: a multi-cohort analysis.
PMID 42058211 · PMC13120972 · Frontiers in immunology · 2026 · 7 claims · 6 setups
STAT1 and IL-7 are differentially expressed immune-related genes that can distinguish HGSOC from LGSOC and may serve as ancillary diagnostic biomarkers.
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Has reproduction · 93
5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.
PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups
Most of the 17 m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis.
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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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Full-text index only
Cross species genomic analysis identifies a mouse model as undifferentiated pleomorphic sarcoma/malignant fibrous histiocytoma.
PMID 19956606 · PMC2779485 · PloS one · 2009 · 8 claims · 7 setups
A 100-gene signature from LSL-KrasG12D;Trp53Flox/Flox mouse sarcomas (vs normal muscle) is specifically and significantly enriched in human MFH but not other soft tissue sarcoma subtypes across three independent human datasets.
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Has reproduction · 79
TSUNAMI: Translational Bioinformatics Tool Suite for Network Analysis and Mining.
PMID 33705981 · PMC9403021 · Genomics, proteomics & bioinformatics · 2021 · 8 claims · 6 setups
TSUNAMI is a freely accessible web-based tool suite that mines gene co-expression network (GCN) modules from public (GEO, TCGA) or user-uploaded numerical omics data and performs downstream gene set enrichment analysis.
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Has reproduction · 49
oPOSSUM-3: advanced analysis of regulatory motif over-representation across genes or ChIP-Seq datasets.
PMID 22973536 · PMC3429929 · G3 (Bethesda, Md.) · 2012 · 8 claims · 6 setups
oPOSSUM-3 is a web-accessible system that identifies over-represented TFBS and TFBS families in DNA sequences of co-expressed genes or in sequences from high-throughput methods such as ChIP-Seq.
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Has reproduction · 85
Ensembl 2013.
PMID 23203987 · PMC3531136 · Nucleic acids research · 2013 · 8 claims · 8 setups
Ensembl (http://www.ensembl.org) provides genome information for sequenced chordate genomes, currently supporting 70 species with a focus on human, mouse, zebrafish and rat.
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Has reproduction · 76
WikiPathways App for Cytoscape: Making biological pathways amenable to network analysis and visualization.
PMID 25254103 · PMC4168754 · F1000Research · 2014 · 8 claims · 7 setups
The open-source WikiPathways app for Cytoscape imports biological pathways from WikiPathways for data visualization and network analysis.
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Full-text index only
Reconstructing Indian population history.
PMID 19779445 · PMC2842210 · Nature · 2009 · 8 claims · 8 setups
Most Indian populations descend from a mixture of two ancient, genetically divergent populations: ANI (close to Middle Easterners, Central Asians, Europeans) and ASI (as distinct from ANI and East Asians as those are from each other).
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Has reproduction · 95
A cell atlas of the adult female Aedes aegypti midgut revealed by single-cell RNA sequencing.
PMID 38839790 · PMC11153528 · Scientific data · 2024 · 8 claims · 4 setups
Established a protocol for isolating single cells from Ae. aegypti midgut and performing scRNA-seq (dissociation, density-gradient purification, viability QC, 10x Genomics library prep and sequencing).
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Has reproduction · 86
Assessing Bos taurus introgression in the UOA Bos indicus assembly.
PMID 34922445 · PMC8684283 · Genetics, selection, evolution : GSE · 2021 · 7 claims · 6 setups
Aligning divergent (cross-subspecies) sequence data detects substantially more SNVs than aligning to a same-subspecies reference, indicating reference/assembly bias in variant calling.
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Has reproduction · 71
Qualitative Transcriptional Signature for the Pathological Diagnosis of Pancreatic Cancer.
PMID 33173782 · PMC7538791 · Frontiers in molecular biosciences · 2020 · 8 claims · 7 setups
A 12-gene-pair (17-gene) REO-based signature discriminates PC and cancer-adjacent normal tissue from non-tumor (healthy/pancreatitis) pancreatic tissue.
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Has reproduction · 92
Large-scale integration of single-cell transcriptomic data captures transitional progenitor states in mouse skeletal muscle regeneration.
PMID 34773081 · PMC8589952 · Communications biology · 2021 · 8 claims · 7 setups
Large-scale integration of 111 sc/snRNAseq datasets captures rare, transitional myogenic progenitor states (commitment and fusion) that are poorly represented in individual datasets.