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).

• HArmonized single-cell RNA-seq Cell type Assisted Deconvolution (HASCAD).

  PMID 37907883 · PMC10619225 · BMC medical genomics · 2023 · 6 claims · 5 setups

  Has reproduction · 67

  HASCAD, a DNN-based cell composition deconvolution model, predicts the fractions of up to 15 immune cell types from bulk RNA-seq.

  pbmc bulk tcga-lihc harmony-symphony scrna-seq simulated bulk

• 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 · 8 claims · 7 setups

  Has reproduction · 48

  An AD-specific frameshift single-nucleotide insertion in exon 27 of PLCγ1 substitutes isoleucine 970 to asparagine in the 5xFAD AD mouse model.

  cortex 5xfad forebrain plcγ1 rna-seq rna-seq-based western

• Community assessment of methods to deconvolve cellular composition from bulk gene expression.

  PMID 39191725 · PMC11350143 · Nature communications · 2024 · 8 claims · 4 setups

  Has reproduction · 63

  Most deconvolution methods accurately predict coarse-grained immune/stromal cell populations from bulk expression.

  admixtures cancer tumor bulk bulk admixture crowdsourced

• Leveraging RNA-seq deconvolution to improve complex in vitro model characterization.

  PMID 40701251 · PMC12391696 · The Journal of biological chemistry · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  RNA-seq deconvolution can predict cell type proportions from bulk RNA-seq using scRNA-seq references, offering a useful characterization tool for CIVMs where single-cell methods are impractical

  intestine rodent duodenal neonatal bulk scrna-seq marker

• PanglaoDB: a web server for exploration of mouse and human single-cell RNA sequencing data.

  PMID 30951143 · PMC6450036 · Database : the journal of biological databases and curation · 2019 · 7 claims · 7 setups

  Has reproduction · 80

  PanglaoDB is a web server providing pre-processed and pre-computed analyses of >1054 single-cell experiments (>4 million cells) from mouse and human across many tissues and platforms.

  grch38 homogeneous per single single-cell clustering cell-type

• De Novo Assembly and Annotation of the Larval Transcriptome of Two Spadefoot Toads Widely Divergent in Developmental Rate.

  PMID 31217263 · PMC6686947 · G3 (Bethesda, Md.) · 2019 · 8 claims · 8 setups

  Has reproduction · 91

  De novo transcriptome assemblies were generated for larval P. cultripes and S. couchii, providing new genomic resources for spadefoot toads

  whole-body cultripes expression-filtered bulk novo transcriptome

• Characterization of ALTO-encoding circular RNAs expressed by Merkel cell polyomavirus and trichodysplasia spinulosa polyomavirus.

  PMID 33999949 · PMC8158866 · PLoS pathogens · 2021 · 8 claims · 8 setups

  Has reproduction · 80

  MCPyV generates two circular RNAs (circALTO1, circALTO2) spanning the early region/ALTO ORF, detectable in VP-MCC cell lines and patient tumors

  mcpyv-infected vp-mcc waga mcc rna-seq inverse qrt-pcr

• An open RNA-Seq data analysis pipeline tutorial with an example of reprocessing data from a recent Zika virus study.

  PMID 27583132 · PMC4972086 · F1000Research · 2016 · 6 claims · 6 setups

  Has reproduction · 74

  An open-source, reproducible RNA-seq pipeline delivered as an IPython notebook and Docker image can process raw RNA-seq data into interactive PCA/HC plots, enrichment results, and small-molecule predictions with minimal setup overhead

  ipsc-derived same top differentially bulk principal hierarchical

• Integrated multiomic analysis reveals disulfidptosis subtypes in glioblastoma: implications for immunotherapy, targeted therapy, and chemotherapy.

  PMID 38504986 · PMC10950096 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 73

  Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.

  fresh tcga gbm bulk rna-seq consensus

• Bioinformatics Strategies to Identify Shared Molecular Biomarkers That Link Ischemic Stroke and Moyamoya Disease with Glioblastoma.

  PMID 36015199 · PMC9413912 · Pharmaceutics · 2022 · 8 claims · 8 setups

  Has reproduction · 19

  Shared differentially expressed genes link glioblastoma with ischemic stroke and with moyamoya disease, revealing molecular associations among the diseases.

  glioblastoma ischemic moyamoya shared bulk microarray gene

• 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

• 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

• Pre-implantation embryo metabolism identified by PEMA reveals endogenous lactate insufficiency contributes to pre-implantation development arrest.

  PMID 42272466 · PMC13247451 · Fundamental research · 2026 · 7 claims · 7 setups

  Has reproduction

  PEMA, a Ribo-seq-weighted computational framework, characterizes metabolic states of human and mouse pre-implantation embryos more accurately than Compass

  8-cell ch3pn pre-implantation computational single-embryo cut&tag

• Comparative analysis of circular RNAs between soybean cytoplasmic male-sterile line NJCMS1A and its maintainer NJCMS1B by high-throughput sequencing.

  PMID 30208848 · PMC6134632 · BMC genomics · 2018 · 8 claims · 7 setups

  Has reproduction · 50

  2867 circRNAs were identified in soybean flower buds via high-throughput sequencing with RNase R enrichment, of which 1009 were differentially expressed between NJCMS1A and NJCMS1B

  flower roots analysis parental high-throughput quantitative pcr

• Organelle Genomes and Transcriptomes of Nymphaea Reveal the Interplay between Intron Splicing and RNA Editing.

  PMID 34576004 · PMC8466565 · International journal of molecular sciences · 2021 · 8 claims · 7 setups

  Has reproduction · 76

  Multiple partially or fully intron-spliced intermediates co-exist within an organelle, and both cis- and trans-splicing introns are spliced randomly (no fixed order), generating diverse intermediates.

  nymphaea liriodendron pacbio illumina strand-specific

• Extensive transgressive gene expression in testis but not ovary in the homoploid hybrid Italian sparrow.

  PMID 35726533 · PMC9542029 · Molecular ecology · 2022 · 7 claims · 8 setups

  Has reproduction · 93

  Italian sparrow testis exhibits extensive transgressive gene expression relative to both parental species

  testis ovary house differentially bulk gene protein-protein

• transXpress: a Snakemake pipeline for streamlined de novo transcriptome assembly and annotation.

  PMID 37016291 · PMC10074830 · BMC bioinformatics · 2023 · 6 claims · 7 setups

  Has reproduction · 95

  transXpress is a Snakemake pipeline that streamlines de novo transcriptome assembly, quantification, and annotation for non-model organisms

  piper assembled longum predicted rna-seq novo transcriptome

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational

• Interplay between Non-Coding RNA Transcription, Stringent/Relaxed Phenotype and Antibiotic Production in Streptomyces ambofaciens.

  PMID 34438997 · PMC8388888 · Antibiotics (Basel, Switzerland) · 2021 · 8 claims · 5 setups

  Has reproduction · 49

  The S. ambofaciens ATCC 23877 transcriptome was redefined from RNAseq data into 5587 transcriptional units (4433 monocistronic, 1154 polycistronic) covering 90.8% of the linear chromosome

  streptomyces ambofaciens bulk rna-seq target

• 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