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).
-
Has reproduction · 67
HArmonized single-cell RNA-seq Cell type Assisted Deconvolution (HASCAD).
PMID 37907883 · PMC10619225 · BMC medical genomics · 2023 · 6 claims · 5 setups
HASCAD, a DNN-based cell composition deconvolution model, predicts the fractions of up to 15 immune cell types from bulk RNA-seq.
-
Has reproduction · 40
Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.
PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups
An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts
-
Has reproduction · 63
Community assessment of methods to deconvolve cellular composition from bulk gene expression.
PMID 39191725 · PMC11350143 · Nature communications · 2024 · 8 claims · 4 setups
Most deconvolution methods accurately predict coarse-grained immune/stromal cell populations from bulk expression.
-
Has reproduction · 51
A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.
PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups
An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73
-
Has reproduction · 83
Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.
PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups
Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs
-
Has reproduction · 67
Leveraging RNA-seq deconvolution to improve complex in vitro model characterization.
PMID 40701251 · PMC12391696 · The Journal of biological chemistry · 2025 · 8 claims · 6 setups
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
-
Has reproduction · 76
A cross-species approach to identify transcriptional regulators exemplified for Dnajc22 and Hnf4a.
PMID 28642491 · PMC5481429 · Scientific reports · 2017 · 6 claims · 8 setups
Hnf4a is a major transcriptional regulator of Dnajc22.
-
Has reproduction · 91
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
De novo transcriptome assemblies were generated for larval P. cultripes and S. couchii, providing new genomic resources for spadefoot toads
-
Has reproduction · 70
Bulk and single-cell characterisation of the immune heterogeneity of atherosclerosis identifies novel targets for immunotherapy.
PMID 36855107 · PMC9974063 · BMC biology · 2023 · 8 claims · 8 setups
Integration of scRNA-seq datasets from human atherosclerosis samples identifies 28 distinct immune cell subpopulations with heterogeneity in tissue preference, genetics, function, immune dynamics, transcriptional regulators, metabolism, and cell communication.
-
Has reproduction · 74
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
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
-
Has reproduction · 62
The soil microbiome modulates the sorghum root metabolome and cellular traits with a concomitant reduction of Striga infection.
PMID 38537644 · PMC11063626 · Cell reports · 2024 · 8 claims · 8 setups
The natural soil microbiome reduces Striga attachment to sorghum roots at the post-germination stage by interfering with haustorium initiation rather than seed germination
-
Has reproduction · 66
Identification of the stress granule transcriptome via RNA-editing in single cells and in vivo.
PMID 35784648 · PMC9243631 · Cell reports methods · 2022 · 8 claims · 7 setups
A purification-free hyperTRIBE adaptation using FMR1-ADARcd-V5 identifies stress granule RNAs via condition-specific A-to-G editing read out by VASA-seq.
-
Has reproduction · 76
M6A-mediated molecular patterns and tumor microenvironment infiltration characterization in nasopharyngeal carcinoma.
PMID 38532632 · PMC10978033 · Cancer biology & therapy · 2024 · 8 claims · 8 setups
NPC samples can be divided into two distinct m6A-related molecular subclasses based on prognostic m6A regulators
-
Has reproduction · 73
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
Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.
-
Has reproduction · 19
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
Shared differentially expressed genes link glioblastoma with ischemic stroke and with moyamoya disease, revealing molecular associations among the diseases.
-
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
-
Has reproduction · 68
Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.
PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 7 claims · 7 setups
CEP120 and SPDL1 are fibrosis-related diagnostic genes for IDD, identified via a random forest model from 29 differentially expressed fibrosis-related genes
-
Has reproduction · 59
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
NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering
-
Has reproduction · 50
Genetic parallels in biomineralization of the calcareous sponge Sycon ciliatum and stony corals.
PMID 40922549 · PMC12419799 · eLife · 2025 · 8 claims · 8 setups
829 genes are overexpressed in the oscular region of increased calcite spicule formation in S. ciliatum
-
Has reproduction · 93
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
Italian sparrow testis exhibits extensive transgressive gene expression relative to both parental species