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).

• Developing a thyroid cancer differentiation state classification system using deep residual networks and metabolic signature profiling.

  PMID 40993300 · PMC12460824 · NPJ digital medicine · 2025 · 8 claims · 8 setups

  Has reproduction

  Metabolic status is closely tied to tumor differentiation state, with distinct metabolic reprogramming occurring during thyroid cancer dedifferentiation

  thyroid fuscc gse193581 aggregated untargeted whole-exome transcriptomics

• Identification of new ETV6 modulators through a high-throughput functional screening.

  PMID 35198911 · PMC8851229 · iScience · 2022 · 7 claims · 8 setups

  Has reproduction · 68

  A genome-wide shRNA screen in an engineered ETV6-dependent Blasticidin-sensitive pre-B ALL cell line can identify modulators of ETV6 repressive transcriptional activity

  reh genome-wide qrt-pcr chip-seq

• Comprehensive benchmarking of large language models for RNA secondary structure prediction.

  PMID 40205851 · PMC11982019 · Briefings in bioinformatics · 2025 · 7 claims · 4 setups

  Has reproduction · 88

  Existing RNA-LLMs had not previously been evaluated for secondary structure prediction in a unified, fair experimental setup with the same datasets and prediction model.

  archiveii bprna large-scale secondary cross-family self-supervised

• CRISPR/Cas9 Screens Reveal Multiple Layers of B cell CD40 Regulation.

  PMID 31365872 · PMC6684324 · Cell reports · 2019 · 8 claims · 8 setups

  Has reproduction

  Genome-wide CRISPR/Cas9 screening in Daudi B cells using CD40L-induced Fas upregulation as a readout identifies both positive and negative regulators of CD40

  daudi splenic genome-wide immunoblot qpcr

• Prediction of Alzheimer's disease-specific phospholipase c gamma-1 SNV by deep learning-based approach for high-throughput screening.

  PMID 33397809 · PMC7826347 · Proceedings of the National Academy of Sciences of the United States of America · 2021 · 7 claims · 7 setups

  Has reproduction · 48

  An AD-specific frameshift insertion SNV in exon 27 of mouse PLCγ1 causes abnormal exon skipping (exons 26-30) during mRNA maturation in 5xFAD cortex

  cortex forebrain plcγ1 bulk rna-seq-based western

• Cost-effectively dissecting the genetic architecture of complex wool traits in rabbits by low-coverage sequencing.

  PMID 36401180 · PMC9673297 · Genetics, selection, evolution : GSE · 2022 · 8 claims · 8 setups

  Has reproduction · 50

  BaseVar + STITCH at 1.0X sequencing depth with a sample size >300 achieves the highest genotyping accuracy among tested imputation strategies (genotype concordance >98.8%, genotype accuracy >0.97).

  angora domesticated candidate low-coverage multivariate principal

• Proteogenomic analysis prioritises functional single nucleotide variants in cancer samples.

  PMID 29221171 · PMC5707065 · Oncotarget · 2017 · 8 claims · 6 setups

  Has reproduction · 73

  A customised SAAV peptide database built from RNA-seq/WGS variant calls can be used to search proteomics data and detect single amino acid variant (SAAV)-containing peptides at the protein level

  jurkat rna-seq genome proteomics

• Enhancing cell subpopulation discovery in cancer by integrating single-cell transcriptome and expressed variants.

  PMID 41647537 · PMC12869734 · Fundamental research · 2026 · 6 claims · 3 setups

  Has reproduction · 68

  scCluster, an end-to-end deep clustering model integrating gene expression and expressed variant (eSNP) features, stratifies cell subpopulations in cancer scRNA-seq data.

  raw real-world expressed gene deep

• Single-Cell Sequencing of iPSC-Dopamine Neurons Reconstructs Disease Progression and Identifies HDAC4 as a Regulator of Parkinson Cell Phenotypes.

  PMID 30503143 · PMC6327112 · Cell stem cell · 2019 · 8 claims · 8 setups

  Has reproduction · 30

  Single-cell transcriptomic analysis of GBA-N370S iPSC-derived dopamine neurons identifies a progressive axis of gene expression variation leading to endoplasmic reticulum stress.

  facs-purified ipsc-derived core bulk single-cell facs

• Adaptive learning embedding features to improve the predictive performance of SARS-CoV-2 phosphorylation sites.

  PMID 37847658 · PMC10628388 · Bioinformatics (Oxford, England) · 2023 · 8 claims · 6 setups

  Has reproduction · 67

  PSPred-ALE outperforms state-of-the-art SARS-CoV-2 phosphorylation site predictors (e.g. DeepIPs) and handcrafted feature-based methods in benchmarking comparisons

  a549 sequence same bulk pathway gene

• Autoencoder Networks Decipher the Association between Lung Cancer and Alzheimer's Disease.

  PMID 36518809 · PMC9744611 · Computational intelligence and neuroscience · 2022 · 7 claims · 6 setups

  Has reproduction · 74

  AE networks trained on the 266 shared DEGs reveal a comorbidity (positive correlation) relationship between Alzheimer's disease and lung cancer, rather than the inverse relationship suggested by prior epidemiological studies.

  integrated expression overlapped moderated autoencoder pathway

• QTLs for heat-induced stomatal anatomy underpin gas exchange variation in field-grown wheat.

  PMID 42231893 · PMC13223016 · Frontiers in plant science · 2026 · 8 claims · 6 setups

  Has reproduction · 100

  Heat stress via delayed sowing reduces stomatal conductance (gs) and gas exchange efficiency (gse) despite unchanged theoretical maximum anatomical conductance (gsmax), revealing a decoupling of structural potential and physiological performance under stress.

  field-grown microscope wheat field stomatal in-field deep

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 8 claims · 5 setups

  Has reproduction · 62

  A DNN model built on 34 top-ranked hub genes achieves the highest prediction accuracy (AUC 92.11%) for distinguishing primary from bone-metastasized tumors

  breast degs geo tcga microarray protein-protein machine

• Constructing eRNA-mediated gene regulatory networks to explore the genetic basis of muscle and fat-relevant traits in pigs.

  PMID 38594607 · PMC11003151 · Genetics, selection, evolution : GSE · 2024 · 8 claims · 8 setups

  Has reproduction · 100

  H3K27ac ChIP-seq and RNA-seq were used to construct eRNA expression profiles across multiple tissues in Enshi Black (ES) and Duroc pigs, revealing tissue-level eRNA regulatory landscapes

  longissimus muscle snps pig h3k27ac strand-specific starr-seq

• Immunoregulatory Roles of Tumor-Originated Pericytes Identified by Single-Cell Analysis in Glioblastoma.

  PMID 41001759 · PMC12713092 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025 · 8 claims · 8 setups

  Has reproduction

  CD146 (MCAM) is a superior surface marker for sorting GBM pericytes, labeling nearly all PDGFRβ+ pericytes with strong specificity, unlike NG2 which labels fewer vessel-associated pericytes.

  facs-sorted frozen dissociated scrna-seq scrna-seq immunofluorescence fluorescence-activated

• Enhanced microRNA accumulation and gene silencing efficiency through optimized precursor base pairing.

  PMID 41505763 · PMC12782649 · The Plant journal : for cell and molecular biology · 2026 · 8 claims · 7 setups

  Has reproduction · 87

  Introducing a G-C base pair immediately upstream of the mature amiRNA (position 18, A18G) at the DCL1 first cleavage site significantly enhances amiRNA accumulation and silencing efficiency

  nicotiana arabidopsis srna quantitative chlorophyll

• Landscape of allele-specific transcription factor binding in the human genome.

  PMID 33980847 · PMC8115691 · Nature communications · 2021 · 8 claims · 6 setups

  Has reproduction · 82

  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.

  gtrd k562 mcf7 types chip-seq variant bayesian

• In vivo structural characterization of the SARS-CoV-2 RNA genome identifies host proteins vulnerable to repurposed drugs.

  PMID 33636127 · PMC7871767 · Cell · 2021 · 8 claims · 8 setups

  Has reproduction · 95

  icSHAPE was used to determine the in vivo and in vitro structural landscape of the SARS-CoV-2 RNA genome in infected Huh7.5.1 cells, plus UTR structures of six other coronaviruses

  huh7.5.1 sars-cov-2 utrs 18s icshape structure deep-learning

• Mutations in dnaA and a cryptic interaction site increase drug resistance in Mycobacterium tuberculosis.

  PMID 33253310 · PMC7738170 · PLoS pathogens · 2020 · 7 claims · 8 setups

  Has reproduction · 98

  Non-synonymous mutations in dnaA are statistically associated with drug resistance (INH, RIF, SM) in clinical M. tuberculosis strains across two independent GWAS cohorts (China and Vietnam)

  clinical dnaa isogenic h37rv genome-wide structural deep-sequencing

• MetaGT: A pipeline for de novo assembly of metatranscriptomes with the aid of metagenomic data.

  PMID 36386613 · PMC9651917 · Frontiers in microbiology · 2022 · 7 claims · 4 setups

  Has reproduction · 83

  MetaGT is a pipeline that combines metatranscriptomic and metagenomic data from the same sample to assemble complete transcript sequences

  simulated mock16 real snailgut novo transcript gene