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).

• Identification of the shared hub gene signatures and molecular mechanisms between HIV-1 and pulmonary arterial hypertension.

  PMID 38528047 · PMC10963360 · Scientific reports · 2024 · 6 claims · 8 setups

  Has reproduction · 71

  109 shared genes were identified between HIV-1- and PAH-associated WGCNA modules

  pbmc shared hub pbmcs weighted kegg differential

• Systems biology and the host response to viral infection.

  PMID 18066032 · PMC7097743 · Nature biotechnology · 2007 · 8 claims · 8 setups

  Full-text index only

  Systems biology integration of 'omics data (transcriptomics, proteomics, genomics) with computational modeling is needed to fully understand virus-host interactions and identify novel antiviral targets

  lung cd4 rhesus kshv microarray quantitative genomic

• Integrative network modeling reveals mechanisms underlying T cell exhaustion.

  PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 7 setups

  Has reproduction · 59

  TCE arises from changes in diverse gene regulatory interactions across a shared network rather than dysregulation of a single gene

  cd8+ tce manual gene principal

• Gene signature discovery and systematic validation across diverse clinical cohorts for TB prognosis and response to treatment.

  PMID 37471455 · PMC10393163 · PLoS computational biology · 2023 · 8 claims · 7 setups

  Has reproduction · 100

  A network-based meta-analysis of 27 discovery cohorts identified a common 45-gene signature specific to active TB disease across studies.

  blood aggregated 45-gene independent bulk network-based gene

• Artificial Intelligence Approach in Machine Learning-Based Modeling and Networking of the Coronavirus Pathogenesis Pathway.

  PMID 40699865 · PMC12191508 · Current issues in molecular biology · 2025 · 8 claims · 8 setups

  Has reproduction

  The coronavirus pathogenesis pathway is activated in SARS-CoV-2-infected iPSC-derived cardiac cells and in SARS-CoV/SARS-CoV-2-infected LUAD cells

  ace2-transfected calu-3 luad ipsc-derived ipa sequencing convolutional

• Antigenic diversity, transmission mechanisms, and the evolution of pathogens.

  PMID 19847288 · PMC2759524 · PLoS computational biology · 2009 · 8 claims · 3 setups

  Full-text index only

  Three distinct infection types (A, B, C) emerge as maxima in the pathogen fitness landscape, each with characteristic within-host dynamics, contact network structure, and transmission mode

  generic simulated hiv-1 stochastic dynamic regression

• Artificial intelligence-guided discovery of gastric cancer continuum.

  PMID 36692601 · PMC9871434 · Gastric cancer : official journal of the International Gastric Cancer Association and the Japanese Gastric Cancer Association · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  A Boolean implication network built from GSE66229 yields a GC-BoNE gene signature (Boolean paths C#11-2-4-14 and C#7-13-14) that classifies tumor vs normal/adjacent-normal gastric samples

  gastric independent models prospective microarray transcriptomics

• Software JimenaE allows efficient dynamic simulations of Boolean networks, centrality and system state analysis.

  PMID 36725967 · PMC9892028 · Scientific reports · 2023 · 8 claims · 4 setups

  Has reproduction · 74

  JimenaE performs systematic, exhaustive calculation of all network system states rather than the heuristic approach used by SQUAD.

  mesenchymal arabidopsis dendritic comparison boolean dynamical network

• An OMICs-based meta-analysis to support infection state stratification.

  PMID 33560295 · PMC8388022 · Bioinformatics (Oxford, England) · 2021 · 7 claims · 6 setups

  Has reproduction · 44

  Multi-class Random Forest models built from meta-analyzed blood gene expression data can predict infection state (bacterial/viral/none) with high accuracy, correctly classifying 93% of bacterial and 89% of viral samples in the best model.

  blood merged affymetrix-trained microarray random gene

• Time course profiling of host cell response to herpesvirus infection using nanopore and synthetic long-read transcriptome sequencing.

  PMID 34244540 · PMC8270970 · Scientific reports · 2021 · 8 claims · 5 setups

  Has reproduction · 50

  BoHV-1 infection causes substantial up- and down-regulation of host gene networks, including antiviral response and viral transcription/translation-associated genes

  bovine direct amplified synthetic

• Modulation of HERV Expression by Four Different Encephalitic Arboviruses during Infection of Human Primary Astrocytes.

  PMID 36423114 · PMC9694637 · Viruses · 2022 · 6 claims · 7 setups

  Has reproduction · 56

  The four arboviruses commonly induce upregulation of HERVs in human primary astrocytes, with 15 HERVs co-modulated by all four viruses, including highly upregulated HERV4_4q22.1

  astrocytes differentially bulk flow immunofluorescence

• A newly identified glycosyltransferase AsRCOM provides resistance to purple curl leaf disease in agave.

  PMID 37936069 · PMC10629022 · BMC genomics · 2023 · 8 claims · 4 setups

  Has reproduction

  Hypersensitive response (HR) accompanied by systemic acquired resistance is the primary contributor to resistance against purple curl leaf disease in agave

  agave bulk wgcna qpcr

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• Systems biology approach for mapping the response of human urothelial cells to infection by Enterococcus faecalis.

  PMID 18047719 · PMC2099488 · BMC bioinformatics · 2007 · 8 claims · 5 setups

  Full-text index only

  Deconvoluting gene expression variance into technical (Gaussian, ~6.5% relative SD) and biological components identifies hypervariable (HV) genes that reflect true biological response to infection without requiring replicates

  urothelial clustered genome-wide confocal k-means

• Systems integration of biodefense omics data for analysis of pathogen-host interactions and identification of potential targets.

  PMID 19779614 · PMC2745575 · PloS one · 2009 · 8 claims · 8 setups

  Full-text index only

  A protein-centric data integration approach (Master Protein Directory) enables integration and mining of heterogeneous pathogen-host omics data across multiple research centers

  macrophage hela vaccinia bacillus gene protein-protein comparative

• The mouse gastric surface epithelial cell and its response to early Helicobacter pylori infection.

  PMID 41824631 · PMC13020875 · Virulence · 2026 · 8 claims · 6 setups

  Has reproduction · 100

  SMCs show high gene expression for mucus-secreted proteins (Tff1, Gkn1, Gkn2, Psca, Muc5ac), mitoribosome RNA, and cytoskeleton proteins

  laser-microdissected gastric ffpe oct-embedded sequencing glycomics immunofluorescence

• 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

• Bioinformatics and system biology approaches to identify pathophysiological impact of COVID-19 to the progression and severity of neurological diseases.

  PMID 34601390 · PMC8483812 · Computers in biology and medicine · 2021 · 8 claims · 8 setups

  Has reproduction · 69

  COVID-19 and neurological diseases (NDs) share pathophysiological connections that influence disease progression and severity

  peripheral hippocampal spinal peritumoral microarray protein-protein

• Identification of key genes in chickpea transcriptomics and the development of ChickpeaOmicsR as a comprehensive resource to advance breeding and genomic studies.

  PMID 41909810 · PMC13022592 · Frontiers in bioinformatics · 2026 · 8 claims · 8 setups

  Has reproduction · 56

  ChickpeaOmicsR is the first comprehensive R package that integrates transcriptomic, genomic, and proteomic chickpea data, automates DEG/PPI/GWAS analyses, and standardizes fragmented chickpea gene nomenclature

  cicer bulk gwas protein-protein

• Methylation patterns of the nasal epigenome of hospitalized SARS-CoV-2 positive patients reveal insights into molecular mechanisms of COVID-19.

  PMID 40170038 · PMC11963311 · BMC medical genomics · 2025 · 7 claims · 7 setups

  Has reproduction

  Differential DNA methylation occurs predominantly in intergenic regions and low methylated regions (LMRs), highlighting the role of distal regulatory elements in COVID-19 severity.

  nasal aggregated genes differentially whole-genome methylation tiling