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).

• 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

  Has reproduction · 51

  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

  bladder tcga bulk univariate integrative

• Genetic parallels in biomineralization of the calcareous sponge Sycon ciliatum and stony corals.

  PMID 40922549 · PMC12419799 · eLife · 2025 · 8 claims · 8 setups

  Has reproduction · 50

  829 genes are overexpressed in the oscular region of increased calcite spicule formation in S. ciliatum

  sycon ciliatum sponges differential go-term genome

• Autoencoder Networks Decipher the Association between Lung Cancer and Alzheimer's Disease.

  PMID 36518809 · PMC9744611 · Computational intelligence and neuroscience · 2022 · 7 claims · 6 setups

  Has reproduction · 74

  Autoencoder networks based on 266 shared DEGs reveal a comorbidity (positive) relationship between Alzheimer's disease and lung cancer.

  brain lung integrated shared microarray differential autoencoder

• 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

  Has reproduction · 83

  Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs

  afb1 breast training candidate computational bulk weighted

• 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

• Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.

  PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database

  epithelial-based tcga gdsc muscle-invasive differential co-expression signature

• 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

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) were identified for HCM by intersecting DEGs with MR-derived HCM-associated eQTLs.

  left european merged degs bulk two-sample machine

• 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

• Differential Hsp90-dependent gene expression is strain-specific and common among yeast strains.

  PMID 37138775 · PMC10149407 · iScience · 2023 · 8 claims · 7 setups

  Has reproduction · 100

  Hsp90-dependent gene expression varies among different yeast strains

  diverse same yeast genomes rna-seq v-src growth

• Unveiling prognostics biomarkers of tyrosine metabolism reprogramming in liver cancer by cross-platform gene expression analyses.

  PMID 32542016 · PMC7295234 · PloS one · 2020 · 6 claims · 8 setups

  Has reproduction · 51

  Five tyrosine catabolic enzymes (TAT, HPD, HGD, GSTZ1, FAH) are downregulated in HCC versus normal liver at mRNA and protein levels

  cancer tcga-lihc gse89377 hcc pan-cancer rna-seq stage-wise

• Molecular and Clinical Relevance of ZBTB38 Expression Levels in Prostate Cancer.

  PMID 32365491 · PMC7281456 · Cancers · 2020 · 8 claims · 7 setups

  Has reproduction · 35

  ZBTB38 expression is decreased in localised prostate cancer and further decreased in metastatic prostate cancer compared to non-cancerous prostate tissue

  prostate localised gene rna-sequencing clinico-pathological

• Stemness genes and miR-1247-3p expression associate with clinicopathological parameters and prognosis in lung adenocarcinoma.

  PMID 37948380 · PMC10637681 · PloS one · 2023 · 6 claims · 7 setups

  Has reproduction · 90

  Three stem cell-related genes (ORC1L, KIF20A, DLGAP5) are differentially expressed in LUAD and correlate with altered immune infiltration and reduced patient survival.

  luad differentially bulk mirna-seq microarray

• The genome and development-dependent transcriptomes of Pyronema confluens: a window into fungal evolution.

  PMID 24068976 · PMC3778014 · PLoS genetics · 2013 · 8 claims · 8 setups

  Has reproduction · 76

  The 50 Mb P. confluens genome with 13,369 predicted protein-coding genes is more characteristic of higher filamentous ascomycetes than of the large, repeat-rich Tuber melanosporum genome, showing that the truffle's expanded genome is not typical of the Pezizales.

  pyronema confluens fungal whole-genome k-mer rna-seq

• A genomic pathway approach to a complex disease: axon guidance and Parkinson disease.

  PMID 17571925 · PMC1904362 · PLoS genetics · 2007 · 8 claims · 5 setups

  Full-text index only

  A genomic pathway approach using axon-guidance pathway SNPs strongly predicts PD susceptibility, survival free of PD, and age at onset of PD

  cases patients postmortem whole-genome cox linear

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 7 claims · 8 setups

  Has reproduction · 78

  An integrated framework of bioinformatics, machine learning, and ΔG clustering can prioritize PAHs for AD-associated neurotoxicity.

  proteins microarray ad-associated pahs target differential wgcna

• A new procedure for determining the genetic basis of a physiological process in a non-model species, illustrated by cold induced angiogenesis in the carp.

  PMID 19852815 · PMC2771047 · BMC genomics · 2009 · 8 claims · 5 setups

  Full-text index only

  The Conditional Stepped Reciprocal Best Hit (CSRBH) approach, combining direct RBH and zebrafish-stepped RBH (SRBH), outperformed other ortholog assignment methods and attained 8,726 carp-human functional homolog relationships for 16,650 carp contigs

  carp randomly zebrafish reciprocal sequence microarray

• A temporal classifier predicts histopathology state and parses acute-chronic phasing in inflammatory bowel disease patients.

  PMID 36694043 · PMC9873918 · Communications biology · 2023 · 8 claims · 7 setups

  Has reproduction · 83

  The DSS phenotype-by-time interaction defines parsimonious temporal (dynamic) expression and splicing signatures of acute and chronic colitis distinct from time-specific differential expression.

  intestine colon dss distal bulk phenotypic h&e

• PrimerSeq: Design and visualization of RT-PCR primers for alternative splicing using RNA-seq data.

  PMID 24747190 · PMC4411361 · Genomics, proteomics & bioinformatics · 2014 · 8 claims · 3 setups

  Has reproduction · 90

  PrimerSeq is a user-friendly stand-alone software with a GUI for systematic design and visualization of RT-PCR primers for alternative splicing analysis using user-provided RNA-seq data.

  heart genome rna-seq rt-pcr

• 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