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).

• scDock: streamlining drug discovery targeting cell-cell communication via scRNA-seq analysis and molecular docking.

  PMID 41769845 · PMC12996892 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

  Full-text index only

  scDock is an integrated pipeline connecting scRNA-seq processing, cell-cell communication inference, and molecular docking-based drug discovery through a single configuration file

  diabetic kidney ppia glimepiride-ppia scrna-seq cell-cell type

• 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

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised

• Comprehensive transcriptome study to develop molecular resources of the copepod Calanus sinicus for their potential ecological applications.

  PMID 24982883 · PMC4055022 · BioMed research international · 2014 · 8 claims · 8 setups

  Has reproduction · 61

  Illumina RNA-Seq with Trinity de novo assembly produced a C. sinicus transcriptome of 69,751 contigs (average 928.8 bp, N50 1,127 bp) from 58.9 million reads.

  calanus sinicus genomic rna-seq novo sequence

• Comprehensive Transcriptome Analysis Reveals Genome-Wide Changes Associated with Endoplasmic Reticulum (ER) Stress in Potato (Solanum tuberosum L.).

  PMID 36430273 · PMC9696714 · International journal of molecular sciences · 2022 · 8 claims · 3 setups

  Has reproduction · 62

  TM treatment of potato leaves produces widespread, time-dependent differential gene expression associated with ER stress and the UPR

  potato rna-seq gene alternative

• Expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits.

  PMID 33461502 · PMC7812657 · Genetics, selection, evolution : GSE · 2021 · 7 claims · 5 setups

  Has reproduction · 90

  Gene expression, exon expression, and intron excision ratio (splicing) molecular phenotypes are significantly heritable in sheep liver and muscle

  liver sheep sequencing snp heritability

• Research and experimental verification on the mechanisms of cellular senescence in triple-negative breast cancer.

  PMID 38435998 · PMC10909353 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 67

  TNBC can be classified into three molecular subtypes (clusters 1, 2, 3) based on cellular senescence-related pathway scores

  tnbc tcga tcga-tnbc mda-mb-468 scrna-seq ssgsea unsupervised

• Transcriptome assembly, profiling and differential gene expression analysis of the halophyte Suaeda fruticosa provides insights into salt tolerance.

  PMID 25943316 · PMC4422317 · BMC genomics · 2015 · 7 claims · 6 setups

  Has reproduction · 73

  De novo assembly of the S. fruticosa transcriptome (Velvet/Oases k-45, CDHIT-EST) produced 54,526 high-quality unigenes with N50 of 957 bp

  suaeda rna-seq novo blastx

• Therapeutic Stress-Induced Remodeling of Transposable Elements and TE-Gene Chimeras in KYSE150 Esophageal Squamous Cell Carcinoma Cells.

  PMID 42074115 · PMC13116134 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

  Has reproduction · 67

  Combined 125I radiation and carfilzomib treatment causes structured, non-random remodeling of the TE transcriptome in KYSE150 ESCC cells.

  kyse150 bulk rna-seq-based differential

• Analysis of Tumor-Infiltrating T-Cell Transcriptomes Reveal a Unique Genetic Signature across Different Types of Cancer.

  PMID 36232369 · PMC9569723 · International journal of molecular sciences · 2022 · 8 claims · 8 setups

  Has reproduction · 87

  Common genes shared across five cancer types differ from those found in nonmalignant tissue-resident T-cells for each subset (CD4-T, CD8-T, Treg)

  breast lung colorectal melanoma single-cell gene reactome

• Migratory Tumor Cells Cooperate with Cancer Associated Fibroblasts in Hormone Receptor-Positive and HER2-Negative Breast Cancer.

  PMID 38892065 · PMC11172245 · International journal of molecular sciences · 2024 · 8 claims · 8 setups

  Full-text index only

  HR+/HER2-BC tumor epithelial cells comprise four single-cell-defined functional (SC-f) subtypes: migratory, secretory, proliferating, and dysfunctional.

  hr+ epcam-sorted tumor tcga-brca droplet sidr-seq bulk

• Therapeutic synergies that overcome carboplatin resistance in triple-negative breast cancer.

  PMID 41630032 · PMC13037280 · Journal of experimental & clinical cancer research : CR · 2026 · 8 claims · 8 setups

  Full-text index only

  Four isogenic carboplatin-resistant (CR) PDX pairs (WHIM30, BCM-2147, BCM-3887, BCM-7482) were generated via serial in vivo carboplatin exposure to model acquired resistance in TNBC

  isogenic pdx ffpe carboplatin-resistant bulk single-cell nuclear

• Classification of ALS molecular subtypes: a literature review on machine learning applications and their clinical value.

  PMID 41731547 · PMC13037183 · BMC medicine · 2026 · 8 claims · 5 setups

  Full-text index only

  Unsupervised ML analysis of ALS transcriptomes consistently identifies molecular subtypes reflecting distinct biological processes, primarily oxidative stress (ALS-Ox) and glial activation/neuroinflammation (ALS-Glia), found in every study reviewed.

  post-mortem peripheral bulk rna-seq blood

• Construction of a SEMA3 family-based model to predict prognosis and molecular subtypes in pancreatic ductal adenocarcinoma.

  PMID 41792569 · PMC13079247 · Discover oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  SEMA3 family expression defines two molecular subtypes (A and B) of PDAC with significantly different overall survival

  pdac bulk ssgsea differential

• 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

  Has reproduction · 71

  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

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.

  PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups

  Has reproduction · 77

  457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis

  tcga-oc tcga-oc-gse26193 ov_gse154600 iose-80 bulk univariate copy

• MoDLE: high-performance stochastic modeling of DNA loop extrusion interactions.

  PMID 36451166 · PMC9710047 · Genome biology · 2022 · 8 claims · 6 setups

  Has reproduction · 50

  MoDLE is a high-performance stochastic model/software for simulating DNA-DNA contacts generated by loop extrusion genome-wide

  h1-hesc five synthetic chip-seq stochastic molecular

• A gene signature related to programmed cell death to predict immunotherapy response and prognosis in colon adenocarcinoma.

  PMID 39950044 · PMC11823652 · PeerJ · 2025 · 8 claims · 8 setups

  Has reproduction · 73

  COAD patients can be divided into two molecular subtypes (S1, S2) based on 21 prognostic PCD-related genes, with S1 showing worse prognosis and immunosuppressive microenvironment, S2 showing better prognosis and stronger anti-tumor immunity

  coad consensus cibersort mcp-counter

• Molecular Biomarker of Drug Resistance Developed From Patient-Derived Organoids Predicts Survival of Colorectal Cancer Patients.

  PMID 35425715 · PMC9004628 · Frontiers in oncology · 2022 · 8 claims · 7 setups

  Has reproduction · 53

  Patient-derived colorectal cancer organoids (CRCOs) can be established from surgical CRC tissue with an 82% success rate (41/50)

  crc colorectal crcos crco organoid drug bulk

• spotter: a single-nucleotide resolution stochastic simulation model of supercoiling-mediated transcription and translation in prokaryotes.

  PMID 37602419 · PMC10516669 · Nucleic acids research · 2023 · 8 claims · 4 setups

  Has reproduction · 77

  spotter is the first simulation model to integrate transcription, DNA supercoiling, and translation simultaneously in a single stochastic framework for prokaryotes.

  coli simulated net-seq ribosome stochastic

• Multiomic analysis of malignant pleural mesothelioma identifies molecular axes and specialized tumor profiles driving intertumor heterogeneity.

  PMID 36928603 · PMC10101853 · Nature genetics · 2023 · 8 claims · 6 setups

  Has reproduction · 80

  The WHO histopathological classification of MPM accounts for only up to ~10% of interpatient molecular differences

  mpm mesomics whole-genome bulk methylation