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).

• Deconvolution of the hematopoietic stem cell microenvironment reveals a high degree of specialization and conservation.

  PMID 35494238 · PMC9046238 · iScience · 2022 · 7 claims · 7 setups

  Has reproduction · 60

  Integration of three scRNA-seq datasets using a custom bootstrapping-based clustering pipeline robustly identifies 14 endothelial subclusters and 11 mesenchymal (stage-specific) subclusters in mouse bone marrow.

  bone independent scrna-seq gene singler

• CanSig Benchmarks Methods for Reproducible Cancer Cell State Discovery from Single-Cell Transcriptomic Data.

  PMID 41231245 · PMC13053056 · Cancer research · 2026 · 7 claims · 7 setups

  Full-text index only

  CanSig is a comprehensive benchmarking tool for evaluating computational methods that identify shared transcriptional signatures in cancer from scRNA-seq data

  neftel kim scrna-seq same scrna-seq ground-truth robustness

• Deep-Learning Tool ScVital Enables Species-Agnostic Integration of Cancer Cell States.

  PMID 41223329 · PMC13053053 · Cancer research · 2026 · 7 claims · 7 setups

  Full-text index only

  scVital is a variational autoencoder with an adversarially trained discriminator that embeds scRNA-seq data from different species into a species-agnostic latent space to overcome batch effect.

  pbmc normal pancreatic lung scrna-seq

• Multi-species integration, alignment and annotation of single-cell RNA-seq data with CAMEX.

  PMID 41723123 · PMC13035843 · Nature communications · 2026 · 8 claims · 6 setups

  Full-text index only

  CAMEX outperforms state-of-the-art integration methods on cross-species scRNA-seq benchmarking datasets ranging from one to eleven species

  liver ovary pancreas testis scrna-seq type

• POSTN(+) fibroblast‑secreted small extracellular vesicles drive macrophage M2 polarization through BMP4/BMPR2/Smad signaling.

  PMID 41645751 · PMC12891935 · Oncology reports · 2026 · 8 claims · 8 setups

  Full-text index only

  Integration of two HNSCC scRNA-seq datasets reveals two distinct fibroblast subtypes: POSTN- and POSTN+ fibroblasts

  hnscc tcga-hnscc oscc oscc-derived single-cell bulk immunohistochemistry

• Development of double-positive thymocytes at single-cell resolution.

  PMID 33771202 · PMC8004397 · Genome medicine · 2021 · 7 claims · 8 setups

  Has reproduction · 86

  DP thymocytes can be classified into blast, rearrangement, and selection subtypes, distinguishable by surface markers CD2 and Ly6d

  thymocytes sorted thymocyte scrna-seq flow immunofluorescence

• Hi-Compass: a depth-aware deep learning framework for predicting cell-type-specific 3D genome organization from single-cell to spatial resolution.

  PMID 41980945 · PMC13250166 · Nature communications · 2026 · 8 claims · 8 setups

  Full-text index only

  Hi-Compass predicts cell-type-specific Hi-C contact maps using only ATAC-seq as cell-type-specific input, plus DNA sequence and a generalized CTCF binding profile

  gm12878 curated bulk training hi-c ctcf matched

• Integrative Learning of Disentangled Representations from Single-Cell RNA-Sequencing Datasets.

  PMID 41971949 · PMC13068006 · Computational and structural biotechnology journal · 2026 · 8 claims · 6 setups

  Full-text index only

  spVIPES decomposes unpaired scRNA-seq datasets with nonmatching features into shared and private latent representations using a Product of Experts framework

  simulated zebrafish kidney peripheral simulated cross-species scrna-seq

• Single-nucleus multiomic profiling of the aging mouse substantia nigra reveals conserved gene alterations linked to Parkinson's disease.

  PMID 41781332 · PMC13138337 · Genome research · 2026 · 8 claims · 7 setups

  Full-text index only

  Single-nucleus multiome (RNA+ATAC) sequencing of mouse substantia nigra across four age stages (2, 6, 12, 18 months) yields a 40,125-cell atlas spanning 27 cell subclasses

  substantia allen five oligodendrocyte single-nucleus scrna-seq single-cell

• Integrating transcriptomic datasets across neurological disease identifies unique myeloid subpopulations driving disease-specific signatures.

  PMID 36527260 · PMC10952672 · Glia · 2023 · 6 claims · 3 setups

  Has reproduction · 26

  The bulk microglial and monocyte transcriptomic program is highly contingent on the disease environment, challenging the notion of a universal microglial disease signature

  acutely microglia c57bl meta-analysis integration spectral

• Interpretable, flexible and spatially aware integration of multiple spatial transcriptomics datasets from diverse sources.

  PMID 42045691 · PMC13175893 · Nature genetics · 2026 · 6 claims · 7 setups

  Full-text index only

  INSPIRE is a deep-learning method that unifies adversarial learning with a GNN-based encoder and integrated NMF to interpretably integrate multiple spatial transcriptomics datasets

  synthetic dorsolateral brain cortex simulated visium spatial

• pmid-42074110

  PMID 42074110 · PMC13115843 · 8 claims · 8 setups

  Full-text index only

  25 immune-related candidate driver genes were identified from tumor, myeloid, and lymphoid cell gene regulatory networks (GRNs) using SCENIC and topological Q statistics.

  kidney lymphoid rcc tcga-kirc single-cell scenic genome-wide

• LazySlide: accessible and interoperable whole-slide image analysis.

  PMID 41862659 · PMC13076205 · Nature methods · 2026 · 8 claims · 8 setups

  Full-text index only

  LazySlide is an open-source Python package built on the scverse ecosystem for whole-slide image (WSI) analysis and multimodal integration.

  artery gene wsis breast zero-shot bulk multimodal

• LIMCH1-enriched extracellular vesicles promote vascular permeability in early-onset preeclampsia.

  PMID 41604492 · PMC12851021 · Science advances · 2026 · 8 claims · 8 setups

  Full-text index only

  LIMCH1 is identified as an Eo-PE-associated EV protein via serum sEV proteomics combined with GEO placental transcriptome datasets

  serum placenta jar huvecs lc-ms exoview nanoflow

• Integrating and mapping single-cell transcriptomics across the entire gene expression space.

  PMID 42059480 · PMC13130072 · Briefings in bioinformatics · 2026 · 8 claims · 1 setups

  Full-text index only

  scGES is a deep learning framework that corrects batch effects across the entire gene expression space by leveraging information from both HVGs and LVGs

  real scrna-seq

• Integrating single-cell and bulk transcriptomes identifies B cell features associated with neoadjuvant chemoradiotherapy sensitivity in rectal cancer.

  PMID 41484196 · PMC12800305 · Scientific reports · 2026 · 8 claims · 8 setups

  Full-text index only

  A B cell subpopulation co-expressing HLA-DRB5, HLA-DQA2, HLA-DQB1, CD74, and ACTG1 is significantly associated with favorable nCRT response in rectal cancer

  larc scrna-seq scissor+ single-cell bulk pseudotime

• SpaPheno: linking spatial transcriptomics to clinical phenotypes with interpretable machine learning.

  PMID 41975540 · PMC13185361 · Genome medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  SpaPheno integrates spatial transcriptomics with clinically annotated bulk RNA-seq to identify spatially resolved biomarkers predictive of patient outcomes including survival, tumor stage, and immunotherapy response

  cortex liver clear breast spatial elastic

• scCNMF: an integrated analysis model for paired single-cell RNA sequencing and assay for transposase-accessible chromatin sequencing data leveraging cell similarity and cis-regulatory potential.

  PMID 41800139 · PMC12962131 · PeerJ · 2026 · 7 claims · 2 setups

  Full-text index only

  scCNMF is an NMF-based model for vertical integration of paired scRNA-seq and scATAC-seq data that jointly incorporates a cell similarity matrix and a cis-regulatory potential (CRP) matrix

  publicly 10x paired

• A latent activated olfactory stem cell state revealed by single-cell transcriptomic and epigenomic profiling.

  PMID 41512864 · PMC12903091 · Stem cell reports · 2026 · 7 claims · 8 setups

  Full-text index only

  HBC-derived regeneration proceeds via three distinct lineages (rHBC, Sus, mOSN) marked by sequential, lineage-specific transcription factor (TF) expression cascades.

  lineage-traced hbcs* icam1+ scrna-seq trajectory-based seurat

• Progressive transformation of the HIV-1 reservoir cell profile over two decades of antiviral therapy.

  PMID 36596305 · PMC9839361 · Cell host & microbe · 2023 · 8 claims · 8 setups

  Has reproduction · 80

  After ~2 decades of ART, intact HIV-1 proviruses are predominantly integrated in heterochromatin, especially centromeric/peri-centromeric satellite and micro-satellite DNA

  pbmc single cd4 pbmc-derived flip-seq mip-seq prip-seq