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).

• Foster thy young: enhanced prediction of orphan genes in assembled genomes.

  PMID 34928390 · PMC9023268 · Nucleic acids research · 2022 · 7 claims · 8 setups

  Has reproduction · 84

  Each of the five gene-prediction pipelines under-predicts orphan genes, with detection as low as 11% under one prediction scenario.

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• 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.

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• 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

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• SEMdag: Fast learning of Directed Acyclic Graphs via node or layer ordering.

  PMID 39775401 · PMC11709272 · PloS one · 2025 · 8 claims · 5 setups

  Has reproduction · 81

  SEMdag() is a two-step order-based algorithm for fast learning of high-dimensional linear SEMs, using knowledge-based (KB) or data-driven bottom-up (BU) node/layer ordering followed by penalized (L1) DAG estimation

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• DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.

  PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 6 claims · 7 setups

  Has reproduction · 84

  DeepProg, an ensemble of deep-learning and machine-learning models, robustly predicts patient survival subtypes from multi-omics data and explicitly models survival as the objective while predicting new patient risks

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• DAGFormer: A graph-based domain adaptation approach for single-cell cancer drug response prediction.

  PMID 41417875 · PMC12795466 · PLoS computational biology · 2025 · 7 claims · 4 setups

  Has reproduction

  DAGFormer, a graph-based domain adaptation framework integrating bulk and scRNA-seq data, predicts single-cell drug responses more accurately than existing methods.

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• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

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• Core transcriptional signatures of phase change in the migratory locust.

  PMID 31292921 · PMC6881432 · Protein & cell · 2019 · 8 claims · 7 setups

  Has reproduction · 60

  PhaseCore genes defined by AC-PCA contribution to phase differentiation predict phase status with >87.5% accuracy

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• Plant Soft Rot Development and Regulation from the Viewpoint of Transcriptomic Profiling.

  PMID 32927917 · PMC7570247 · Plants (Basel, Switzerland) · 2020 · 8 claims · 6 setups

  Has reproduction

  Pba infection of tobacco causes large-scale differential gene expression (8636 DEGs), reflecting profound host physiological reprogramming.

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• Systematic and computational identification of Androctonus crassicauda long non-coding RNAs.

  PMID 33633149 · PMC7907363 · Scientific reports · 2021 · 7 claims · 7 setups

  Has reproduction · 71

  A custom ECF pipeline identified 13,401 lncRNAs in the A. crassicauda transcriptome (12,642 novel, 759 known).

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• 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

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• Genome-wide identification of Hfq-regulated small RNAs in the fire blight pathogen Erwinia amylovora discovered small RNAs with virulence regulatory function.

  PMID 24885615 · PMC4070566 · BMC genomics · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  A total of 40 candidate Hfq-dependent sRNAs were identified genome-wide in E. amylovora by combining RNA-seq with a Rho-independent terminator search.

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• nf-core/circrna: a portable workflow for the quantification, miRNA target prediction and differential expression analysis of circular RNAs.

  PMID 36694127 · PMC9875403 · BMC bioinformatics · 2023 · 8 claims · 4 setups

  Has reproduction · 76

  Existing circRNA workflows are limited: none delineate circRNA-miRNA interactions and only one performs differential expression analysis, requiring users to supplement missing analysis types with in-house expertise

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

  PMID 37847658 · PMC10628388 · Bioinformatics (Oxford, England) · 2023 · 7 claims · 3 setups

  Has reproduction · 67

  PSPred-ALE, a deep learning predictor using a self-adaptive learning embedding algorithm, automatically extracts contextual sequence features and identifies SARS-CoV-2 phosphorylation sites without feature engineering.

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• A2TEA: Identifying trait-specific evolutionary adaptations.

  PMID 37224329 · PMC10186066 · F1000Research · 2022 · 8 claims · 7 setups

  Has reproduction · 90

  A2TEA integrates gene family expansion analysis with differential expression data across species to identify genes that were targets of evolutionary adaptation to a given stress/treatment

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• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.

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• miRge 2.0 for comprehensive analysis of microRNA sequencing data.

  PMID 30153801 · PMC6112139 · BMC bioinformatics · 2018 · 8 claims · 6 setups

  Has reproduction · 89

  miRge 2.0 introduces a novel SVM-based miRNA detection method using both hairpin structure and isomiR composition, yielding higher specificity for miRNA identification

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• Transcriptome analysis provides insights into the regulatory function of alternative splicing in antiviral immunity in grass carp (Ctenopharyngodon idella).

  PMID 26248502 · PMC4528194 · Scientific reports · 2015 · 8 claims · 8 setups

  Has reproduction · 70

  AS events, including differentially-expressed-transcript-containing genes (DETs), are ubiquitous in head-kidney and spleen transcriptomes of C. idella

  head-kidney idella assembled il-12p40α rna-seq rt-qpcr pcr

• De novo transcriptomic analysis of leaf and fruit tissue of Cornus officinalis using Illumina platform.

  PMID 29451882 · PMC5815590 · PloS one · 2018 · 7 claims · 7 setups

  Has reproduction · 45

  This is the first de novo transcriptomic analysis of Cornus officinalis, providing fundamental gene and biosynthetic pathway information.

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• A novel oxidative stress-related gene signature as an indicator of prognosis and immunotherapy responses in HNSCC.

  PMID 38157249 · PMC10781479 · Aging · 2023 · 6 claims · 7 setups

  Has reproduction · 85

  A nine-gene oxidative stress-related scoring (OSRS) model (AREG, CES1, CSTA, FDCSP, JCHAIN, IFFO2, PGLYRP4, SPOCK2, SPINK6) predicts overall survival in HNSCC.

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