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 · 84
Tbx5 drives Aldh1a2 expression to regulate a RA-Hedgehog-Wnt gene regulatory network coordinating cardiopulmonary development.
PMID 34643182 · PMC8555986 · eLife · 2021 · 7 claims · 8 setups
Tbx5 directly maintains Aldh1a2 expression in the foregut lateral plate mesoderm via an evolutionarily conserved intronic enhancer
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Has reproduction · 88
Transcriptomic Data Meta-Analysis Sheds Light on High Light Response in Arabidopsis thaliana L.
PMID 35457273 · PMC9026532 · International journal of molecular sciences · 2022 · 7 claims · 6 setups
Meta-analysis of five transcriptomic experiments identified 1151 differentially expressed genes that compose a coordinated gene network responding to high light stress
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Has reproduction · 50
Wx: a neural network-based feature selection algorithm for transcriptomic data.
PMID 31324856 · PMC6642261 · Scientific reports · 2019 · 8 claims · 8 setups
The Wx algorithm ranks genes using a DI score reflecting each gene's classification power for distinguishing two groups.
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Has reproduction · 100
Identification of phenotype-specific networks from paired gene expression-cell shape imaging data.
PMID 35197309 · PMC8997347 · Genome research · 2022 · 8 claims · 8 setups
WGCNA-derived gene coexpression modules from breast cancer cell line RNA-seq data correlate significantly with specific cell-shape features
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Has reproduction · 59
Comparing time series transcriptome data between plants using a network module finding algorithm.
PMID 31164912 · PMC6544932 · Plant methods · 2019 · 8 claims · 6 setups
Converting gene expression patterns into co-expression networks and applying a cross-species network module finding algorithm (OrthoClust with simulated annealing) solves the problem of matching developmental stages between two species without requiring one-to-one stage mapping.
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Has reproduction · 71
Utilizing the codon adaptation index to evaluate the susceptibility to HIV-1 and SARS-CoV-2 related coronaviruses in possible target cells in humans.
PMID 36760235 · PMC9905242 · Frontiers in cellular and infection microbiology · 2022 · 8 claims · 8 setups
CAI is positively correlated with translational efficiency, validating its use as a proxy for translational efficiency at the elongation level.
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Has reproduction · 64
VIGET: A web portal for study of vaccine-induced host responses based on Reactome pathways and ImmPort data.
PMID 37180100 · PMC10172660 · Frontiers in immunology · 2023 · 7 claims · 7 setups
VIGET is a web portal that lets users select vaccines/ImmPort studies, run differential gene expression analysis, and perform Reactome-based pathway enrichment and functional interaction network construction
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Has reproduction · 89
Inference of Subpathway Activity Profiles Reveals Metabolism Abnormal Subpathway Regions in Glioblastoma Multiforme.
PMID 33072547 · PMC7533644 · Frontiers in oncology · 2020 · 8 claims · 7 setups
A GSVA-based method for constructing a metabolic subpathway activity score matrix accurately identifies abnormal GBM metabolic targets
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Has reproduction · 71
Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.
PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups
Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments
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Has reproduction · 58
Identification of common genetic characteristics of rheumatoid arthritis and major depressive disorder by bioinformatics analysis and machine learning.
PMID 37415981 · PMC10320004 · Frontiers in immunology · 2023 · 7 claims · 8 setups
EAF1, SDCBP and RNF19B are common genetic characteristics (hub genes) shared by RA and MDD
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Has reproduction · 75
Revealing the critical state and identifying individualized dynamic network biomarker for type 2 diabetes through advanced analysis methods on individual basis.
PMID 39890881 · PMC11785715 · Scientific reports · 2025 · 8 claims · 5 setups
sJSD, NIG, and TNFE methods can detect critical states/tipping points before disease deterioration using only a single sample
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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 · 8 claims · 6 setups
Meta-analysis of 21 experiments covering 58 HL conditions yielded ~218,000 DEG instances corresponding to ~19,000 unique A. thaliana genes
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Has reproduction
D2H2: diabetes data and hypothesis hub.
PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 6 setups
D2H2 is a web-based portal integrating hundreds of curated diabetes-relevant transcriptomics datasets with bioinformatics tools for gene/gene set queries
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Has reproduction · 71
RNAmountAlign: Efficient software for local, global, semiglobal pairwise and multiple RNA sequence/structure alignment.
PMID 31978147 · PMC6980424 · PloS one · 2020 · 7 claims · 6 setups
RNAmountAlign performs pairwise local, global, and semiglobal (query search) alignment and progressive multiple alignment (global and local) using incremental ensemble mountain height, running in O(n^3) time and O(n^2) space for two sequences of length n
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Has reproduction · 82
Landscape of allele-specific transcription factor binding in the human genome.
PMID 33980847 · PMC8115691 · Nature communications · 2021 · 8 claims · 6 setups
A novel statistical framework (ADASTRA) calls allele-specific TF binding from existing ChIP-Seq alignments by jointly correcting for background allelic dosage (BAD, from aneuploidy/CNVs) and reference mapping bias.
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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 · 75
Genomic regions and candidate genes selected during the breeding of rice in Vietnam.
PMID 35899250 · PMC9309459 · Evolutionary applications · 2022 · 8 claims · 7 setups
XP-CLR and FST scans identify genomic regions with distorted allele frequency/differentiation patterns resulting from differential selective pressures between Vietnamese rice subpopulations
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Has reproduction · 67
binny: an automated binning algorithm to recover high-quality genomes from complex metagenomic datasets.
PMID 36239393 · PMC9677464 · Briefings in bioinformatics · 2022 · 8 claims · 8 setups
binny outperforms or is highly competitive with commonly used and state-of-the-art binning methods (MetaBAT2, MaxBin2, CONCOCT, VAMB, SemiBin, MetaDecoder)
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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 · 54
Single-Cell Transcriptome Analysis Revealed Heterogeneity and Identified Novel Therapeutic Targets for Breast Cancer Subtypes.
PMID 37190091 · PMC10137100 · Cells · 2023 · 8 claims · 8 setups
Single-cell transcriptomic analysis of EPCAM+Lin- epithelial cells identified unique gene signatures/markers that distinguish ER+, HER2+, ER+HER2+, and TNBC molecular subtypes